Overview

Brought to you by YData

Dataset statistics

Number of variables	80
Number of observations	1460
Missing cells	348
Missing cells (%)	0.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	923.9 KiB
Average record size in memory	648.0 B

Variable types

Categorical	53
Numeric	26
Boolean	1

Alerts

`MSZoning` is highly imbalanced (56.9%)	Imbalance
`Street` is highly imbalanced (96.2%)	Imbalance
`Alley` is highly imbalanced (74.9%)	Imbalance
`LandContour` is highly imbalanced (68.3%)	Imbalance
`Utilities` is highly imbalanced (99.2%)	Imbalance
`LandSlope` is highly imbalanced (78.8%)	Imbalance
`Condition1` is highly imbalanced (71.7%)	Imbalance
`Condition2` is highly imbalanced (96.4%)	Imbalance
`BldgType` is highly imbalanced (59.4%)	Imbalance
`RoofStyle` is highly imbalanced (65.1%)	Imbalance
`RoofMatl` is highly imbalanced (94.4%)	Imbalance
`ExterCond` is highly imbalanced (72.8%)	Imbalance
`BsmtCond` is highly imbalanced (72.4%)	Imbalance
`BsmtFinType2` is highly imbalanced (67.0%)	Imbalance
`Heating` is highly imbalanced (92.7%)	Imbalance
`CentralAir` is highly imbalanced (65.3%)	Imbalance
`Electrical` is highly imbalanced (80.2%)	Imbalance
`BsmtHalfBath` is highly imbalanced (79.7%)	Imbalance
`KitchenAbvGr` is highly imbalanced (85.7%)	Imbalance
`Functional` is highly imbalanced (81.9%)	Imbalance
`GarageQual` is highly imbalanced (75.5%)	Imbalance
`GarageCond` is highly imbalanced (77.5%)	Imbalance
`PavedDrive` is highly imbalanced (69.9%)	Imbalance
`PoolQC` is highly imbalanced (97.4%)	Imbalance
`Fence` is highly imbalanced (56.5%)	Imbalance
`MiscFeature` is highly imbalanced (89.2%)	Imbalance
`SaleType` is highly imbalanced (75.3%)	Imbalance
`SaleCondition` is highly imbalanced (62.5%)	Imbalance
`LotFrontage` has 259 (17.7%) missing values	Missing
`GarageYrBlt` has 81 (5.5%) missing values	Missing
`MiscVal` is highly skewed (γ1 = 24.47679419)	Skewed
`MasVnrArea` has 861 (59.0%) zeros	Zeros
`BsmtFinSF1` has 467 (32.0%) zeros	Zeros
`BsmtFinSF2` has 1293 (88.6%) zeros	Zeros
`BsmtUnfSF` has 118 (8.1%) zeros	Zeros
`TotalBsmtSF` has 37 (2.5%) zeros	Zeros
`2ndFlrSF` has 829 (56.8%) zeros	Zeros
`LowQualFinSF` has 1434 (98.2%) zeros	Zeros
`GarageArea` has 81 (5.5%) zeros	Zeros
`WoodDeckSF` has 761 (52.1%) zeros	Zeros
`OpenPorchSF` has 656 (44.9%) zeros	Zeros
`EnclosedPorch` has 1252 (85.8%) zeros	Zeros
`3SsnPorch` has 1436 (98.4%) zeros	Zeros
`ScreenPorch` has 1344 (92.1%) zeros	Zeros
`PoolArea` has 1453 (99.5%) zeros	Zeros
`MiscVal` has 1408 (96.4%) zeros	Zeros

Reproduction

Analysis started	2025-01-27 17:26:49.383473
Analysis finished	2025-01-27 17:26:56.021510
Duration	6.64 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

MSSubClass
Categorical

Distinct	15
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

1-STORY 1946 & NEWER ALL STYLES	536
2-STORY 1946 & NEWER	299
1-1/2 STORY FINISHED ALL AGES	144
1-STORY PUD (Planned Unit Development) - 1946 & NEWER	87
1-STORY 1945 & OLDER	69
Other values (10)	325

Length

Max length	53
Median length	41
Mean length	28.017123
Min length	11

Characters and Unicode

Total characters	40905
Distinct characters	44
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2-STORY 1946 & NEWER
2nd row	1-STORY 1946 & NEWER ALL STYLES
3rd row	2-STORY 1946 & NEWER
4th row	2-STORY 1945 & OLDER
5th row	2-STORY 1946 & NEWER

Common Values

Value	Count	Frequency (%)
1-STORY 1946 & NEWER ALL STYLES	536	36.7%
2-STORY 1946 & NEWER	299	20.5%
1-1/2 STORY FINISHED ALL AGES	144	9.9%
1-STORY PUD (Planned Unit Development) - 1946 & NEWER	87	6.0%
1-STORY 1945 & OLDER	69	4.7%
2-STORY PUD - 1946 & NEWER	63	4.3%
2-STORY 1945 & OLDER	60	4.1%
SPLIT OR MULTI-LEVEL	58	4.0%
DUPLEX - ALL STYLES AND AGES	52	3.6%
2 FAMILY CONVERSION - ALL STYLES AND AGES	30	2.1%
Other values (5)	62	4.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	1378	17.7%
newer	985	12.6%
1946	985	12.6%
all	794	10.2%
1-story	696	8.9%
styles	618	7.9%
2-story	422	5.4%
ages	258	3.3%
story	172	2.2%
pud	160	2.1%
Other values (23)	1333	17.1%

Most occurring characters

Value	Count	Frequency (%)
	6341	15.5%
E	3393	8.3%
S	3062	7.5%
L	2729	6.7%
R	2522	6.2%
1	2138	5.2%
T	2072	5.1%
Y	1968	4.8%
-	1612	3.9%
O	1567	3.8%
Other values (34)	13501	33.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40905	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	6341	15.5%
E	3393	8.3%
S	3062	7.5%
L	2729	6.7%
R	2522	6.2%
1	2138	5.2%
T	2072	5.1%
Y	1968	4.8%
-	1612	3.9%
O	1567	3.8%
Other values (34)	13501	33.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40905	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	6341	15.5%
E	3393	8.3%
S	3062	7.5%
L	2729	6.7%
R	2522	6.2%
1	2138	5.2%
T	2072	5.1%
Y	1968	4.8%
-	1612	3.9%
O	1567	3.8%
Other values (34)	13501	33.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40905	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	6341	15.5%
E	3393	8.3%
S	3062	7.5%
L	2729	6.7%
R	2522	6.2%
1	2138	5.2%
T	2072	5.1%
Y	1968	4.8%
-	1612	3.9%
O	1567	3.8%
Other values (34)	13501	33.0%

MSZoning
Categorical

Imbalance

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Residential Low Density	1151
Residential Medium Density	218
Floating Village Residential	65
Residential High Density	16
C (all)	10

Length

Max length	28
Median length	23
Mean length	23.571918
Min length	7

Characters and Unicode

Total characters	34415
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Residential Low Density
2nd row	Residential Low Density
3rd row	Residential Low Density
4th row	Residential Low Density
5th row	Residential Low Density

Common Values

Value	Count	Frequency (%)
Residential Low Density	1151	78.8%
Residential Medium Density	218	14.9%
Floating Village Residential	65	4.5%
Residential High Density	16	1.1%
C (all)	10	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
residential	1450	33.2%
density	1385	31.7%
low	1151	26.3%
medium	218	5.0%
floating	65	1.5%
village	65	1.5%
high	16	0.4%
c	10	0.2%
all	10	0.2%

Most occurring characters

Value	Count	Frequency (%)
i	4649	13.5%
e	4568	13.3%
	2910	8.5%
n	2900	8.4%
t	2900	8.4%
s	2835	8.2%
d	1668	4.8%
l	1665	4.8%
a	1590	4.6%
R	1450	4.2%
Other values (16)	7280	21.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	34415	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	4649	13.5%
e	4568	13.3%
	2910	8.5%
n	2900	8.4%
t	2900	8.4%
s	2835	8.2%
d	1668	4.8%
l	1665	4.8%
a	1590	4.6%
R	1450	4.2%
Other values (16)	7280	21.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	34415	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	4649	13.5%
e	4568	13.3%
	2910	8.5%
n	2900	8.4%
t	2900	8.4%
s	2835	8.2%
d	1668	4.8%
l	1665	4.8%
a	1590	4.6%
R	1450	4.2%
Other values (16)	7280	21.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	34415	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	4649	13.5%
e	4568	13.3%
	2910	8.5%
n	2900	8.4%
t	2900	8.4%
s	2835	8.2%
d	1668	4.8%
l	1665	4.8%
a	1590	4.6%
R	1450	4.2%
Other values (16)	7280	21.2%

LotFrontage
Real number (ℝ)

Missing

Distinct	110
Distinct (%)	9.2%
Missing	259
Missing (%)	17.7%
Infinite	0
Infinite (%)	0.0%
Mean	70.049958

Minimum	21
Maximum	313
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	21
5-th percentile	34
Q1	59
median	69
Q3	80
95-th percentile	107
Maximum	313
Range	292
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	24.284752
Coefficient of variation (CV)	0.3466776
Kurtosis	17.452867
Mean	70.049958
Median Absolute Deviation (MAD)	11
Skewness	2.1635691
Sum	84130
Variance	589.74917
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	143	9.8%
70	70	4.8%
80	69	4.7%
50	57	3.9%
75	53	3.6%
65	44	3.0%
85	40	2.7%
78	25	1.7%
90	23	1.6%
21	23	1.6%
Other values (100)	654	44.8%
(Missing)	259	17.7%

Value	Count	Frequency (%)
21	23	1.6%
24	19	1.3%
30	6	0.4%
32	5	0.3%
33	1	0.1%
34	10	0.7%
35	9	0.6%
36	6	0.4%
37	5	0.3%
38	1	0.1%

Value	Count	Frequency (%)
313	2	0.1%
182	1	0.1%
174	2	0.1%
168	1	0.1%
160	1	0.1%
153	1	0.1%
152	1	0.1%
150	1	0.1%
149	1	0.1%
144	1	0.1%

LotArea
Real number (ℝ)

Distinct	1073
Distinct (%)	73.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10516.828

Minimum	1300
Maximum	215245
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	1300
5-th percentile	3311.7
Q1	7553.5
median	9478.5
Q3	11601.5
95-th percentile	17401.15
Maximum	215245
Range	213945
Interquartile range (IQR)	4048

Descriptive statistics

Standard deviation	9981.2649
Coefficient of variation (CV)	0.9490756
Kurtosis	203.24327
Mean	10516.828
Median Absolute Deviation (MAD)	1998
Skewness	12.207688
Sum	15354569
Variance	99625650
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7200	25	1.7%
9600	24	1.6%
6000	17	1.2%
9000	14	1.0%
8400	14	1.0%
10800	14	1.0%
1680	10	0.7%
7500	9	0.6%
9100	8	0.5%
8125	8	0.5%
Other values (1063)	1317	90.2%

Value	Count	Frequency (%)
1300	1	0.1%
1477	1	0.1%
1491	1	0.1%
1526	1	0.1%
1533	2	0.1%
1596	1	0.1%
1680	10	0.7%
1869	1	0.1%
1890	2	0.1%
1920	1	0.1%

Value	Count	Frequency (%)
215245	1	0.1%
164660	1	0.1%
159000	1	0.1%
115149	1	0.1%
70761	1	0.1%
63887	1	0.1%
57200	1	0.1%
53504	1	0.1%
53227	1	0.1%
53107	1	0.1%

Street
Categorical

Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Paved	1454
Gravel	6

Length

Max length	6
Median length	5
Mean length	5.0041096
Min length	5

Characters and Unicode

Total characters	7306
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Paved
2nd row	Paved
3rd row	Paved
4th row	Paved
5th row	Paved

Common Values

Value	Count	Frequency (%)
Paved	1454	99.6%
Gravel	6	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
paved	1454	99.6%
gravel	6	0.4%

Most occurring characters

Value	Count	Frequency (%)
a	1460	20.0%
v	1460	20.0%
e	1460	20.0%
P	1454	19.9%
d	1454	19.9%
G	6	0.1%
r	6	0.1%
l	6	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7306	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	1460	20.0%
v	1460	20.0%
e	1460	20.0%
P	1454	19.9%
d	1454	19.9%
G	6	0.1%
r	6	0.1%
l	6	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7306	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	1460	20.0%
v	1460	20.0%
e	1460	20.0%
P	1454	19.9%
d	1454	19.9%
G	6	0.1%
r	6	0.1%
l	6	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7306	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	1460	20.0%
v	1460	20.0%
e	1460	20.0%
P	1454	19.9%
d	1454	19.9%
G	6	0.1%
r	6	0.1%
l	6	0.1%

Alley
Categorical

Imbalance

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

nan	1369
Gravel	50
Paved	41

Length

Max length	6
Median length	3
Mean length	3.1589041
Min length	3

Characters and Unicode

Total characters	4612
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	nan
2nd row	nan
3rd row	nan
4th row	nan
5th row	nan

Common Values

Value	Count	Frequency (%)
nan	1369	93.8%
Gravel	50	3.4%
Paved	41	2.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nan	1369	93.8%
gravel	50	3.4%
paved	41	2.8%

Most occurring characters

Value	Count	Frequency (%)
n	2738	59.4%
a	1460	31.7%
v	91	2.0%
e	91	2.0%
G	50	1.1%
r	50	1.1%
l	50	1.1%
P	41	0.9%
d	41	0.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4612	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	2738	59.4%
a	1460	31.7%
v	91	2.0%
e	91	2.0%
G	50	1.1%
r	50	1.1%
l	50	1.1%
P	41	0.9%
d	41	0.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4612	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	2738	59.4%
a	1460	31.7%
v	91	2.0%
e	91	2.0%
G	50	1.1%
r	50	1.1%
l	50	1.1%
P	41	0.9%
d	41	0.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4612	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	2738	59.4%
a	1460	31.7%
v	91	2.0%
e	91	2.0%
G	50	1.1%
r	50	1.1%
l	50	1.1%
P	41	0.9%
d	41	0.9%

LotShape
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Regular	925
Slightly irregular	484
Moderately Irregular	41
Irregular	10

Length

Max length	20
Median length	7
Mean length	11.025342
Min length	7

Characters and Unicode

Total characters	16097
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Regular
2nd row	Regular
3rd row	Slightly irregular
4th row	Slightly irregular
5th row	Slightly irregular

Common Values

Value	Count	Frequency (%)
Regular	925	63.4%
Slightly irregular	484	33.2%
Moderately Irregular	41	2.8%
Irregular	10	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
regular	925	46.6%
irregular	535	27.0%
slightly	484	24.4%
moderately	41	2.1%

Most occurring characters

Value	Count	Frequency (%)
r	2571	16.0%
l	2469	15.3%
g	1944	12.1%
e	1542	9.6%
a	1501	9.3%
u	1460	9.1%
i	968	6.0%
R	925	5.7%
t	525	3.3%
y	525	3.3%
Other values (7)	1667	10.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	16097	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	2571	16.0%
l	2469	15.3%
g	1944	12.1%
e	1542	9.6%
a	1501	9.3%
u	1460	9.1%
i	968	6.0%
R	925	5.7%
t	525	3.3%
y	525	3.3%
Other values (7)	1667	10.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	16097	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	2571	16.0%
l	2469	15.3%
g	1944	12.1%
e	1542	9.6%
a	1501	9.3%
u	1460	9.1%
i	968	6.0%
R	925	5.7%
t	525	3.3%
y	525	3.3%
Other values (7)	1667	10.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	16097	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	2571	16.0%
l	2469	15.3%
g	1944	12.1%
e	1542	9.6%
a	1501	9.3%
u	1460	9.1%
i	968	6.0%
R	925	5.7%
t	525	3.3%
y	525	3.3%
Other values (7)	1667	10.4%

LandContour
Categorical

Imbalance

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Near Flat/Level	1311
Banked - Quick and significant rise from street grade to building	63
Hillside - Significant slope from side to side	50
Depression	36

Length

Max length	65
Median length	15
Mean length	18.09589
Min length	10

Characters and Unicode

Total characters	26420
Distinct characters	30
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Near Flat/Level
2nd row	Near Flat/Level
3rd row	Near Flat/Level
4th row	Near Flat/Level
5th row	Near Flat/Level

Common Values

Value	Count	Frequency (%)
Near Flat/Level	1311	89.8%
Banked - Quick and significant rise from street grade to building	63	4.3%
Hillside - Significant slope from side to side	50	3.4%
Depression	36	2.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
near	1311	35.0%
flat/level	1311	35.0%
significant	113	3.0%
to	113	3.0%
from	113	3.0%
	113	3.0%
side	100	2.7%
and	63	1.7%
quick	63	1.7%
rise	63	1.7%
Other values (7)	388	10.3%

Most occurring characters

Value	Count	Frequency (%)
e	4520	17.1%
a	2924	11.1%
l	2835	10.7%
	2291	8.7%
t	1663	6.3%
r	1649	6.2%
N	1311	5.0%
F	1311	5.0%
/	1311	5.0%
L	1311	5.0%
Other values (20)	5294	20.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	26420	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	4520	17.1%
a	2924	11.1%
l	2835	10.7%
	2291	8.7%
t	1663	6.3%
r	1649	6.2%
N	1311	5.0%
F	1311	5.0%
/	1311	5.0%
L	1311	5.0%
Other values (20)	5294	20.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	26420	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	4520	17.1%
a	2924	11.1%
l	2835	10.7%
	2291	8.7%
t	1663	6.3%
r	1649	6.2%
N	1311	5.0%
F	1311	5.0%
/	1311	5.0%
L	1311	5.0%
Other values (20)	5294	20.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	26420	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	4520	17.1%
a	2924	11.1%
l	2835	10.7%
	2291	8.7%
t	1663	6.3%
r	1649	6.2%
N	1311	5.0%
F	1311	5.0%
/	1311	5.0%
L	1311	5.0%
Other values (20)	5294	20.0%

Utilities
Categorical

Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

All public Utilities (E,G,W,& S)	1459
Electricity and Gas Only	1

Length

Max length	32
Median length	32
Mean length	31.994521
Min length	24

Characters and Unicode

Total characters	46712
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	All public Utilities (E,G,W,& S)
2nd row	All public Utilities (E,G,W,& S)
3rd row	All public Utilities (E,G,W,& S)
4th row	All public Utilities (E,G,W,& S)
5th row	All public Utilities (E,G,W,& S)

Common Values

Value	Count	Frequency (%)
All public Utilities (E,G,W,& S)	1459	99.9%
Electricity and Gas Only	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
all	1459	20.0%
public	1459	20.0%
utilities	1459	20.0%
e,g,w	1459	20.0%
s	1459	20.0%
electricity	1	< 0.1%
and	1	< 0.1%
gas	1	< 0.1%
only	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
	5839	12.5%
i	5838	12.5%
l	5838	12.5%
,	4377	9.4%
t	2920	6.3%
c	1461	3.1%
E	1460	3.1%
e	1460	3.1%
s	1460	3.1%
G	1460	3.1%
Other values (16)	14599	31.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	46712	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	5839	12.5%
i	5838	12.5%
l	5838	12.5%
,	4377	9.4%
t	2920	6.3%
c	1461	3.1%
E	1460	3.1%
e	1460	3.1%
s	1460	3.1%
G	1460	3.1%
Other values (16)	14599	31.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	46712	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	5839	12.5%
i	5838	12.5%
l	5838	12.5%
,	4377	9.4%
t	2920	6.3%
c	1461	3.1%
E	1460	3.1%
e	1460	3.1%
s	1460	3.1%
G	1460	3.1%
Other values (16)	14599	31.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	46712	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	5839	12.5%
i	5838	12.5%
l	5838	12.5%
,	4377	9.4%
t	2920	6.3%
c	1461	3.1%
E	1460	3.1%
e	1460	3.1%
s	1460	3.1%
G	1460	3.1%
Other values (16)	14599	31.3%

LotConfig
Categorical

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Inside lot	1052
Corner lot	263
Cul-de-sac	94
Frontage on 2 sides of property	47
Frontage on 3 sides of property	4

Length

Max length	31
Median length	10
Mean length	10.733562
Min length	10

Characters and Unicode

Total characters	15671
Distinct characters	23
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Inside lot
2nd row	Frontage on 2 sides of property
3rd row	Inside lot
4th row	Corner lot
5th row	Frontage on 2 sides of property

Common Values

Value	Count	Frequency (%)
Inside lot	1052	72.1%
Corner lot	263	18.0%
Cul-de-sac	94	6.4%
Frontage on 2 sides of property	47	3.2%
Frontage on 3 sides of property	4	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
lot	1315	43.4%
inside	1052	34.7%
corner	263	8.7%
cul-de-sac	94	3.1%
frontage	51	1.7%
on	51	1.7%
sides	51	1.7%
of	51	1.7%
property	51	1.7%
2	47	1.6%

Most occurring characters

Value	Count	Frequency (%)
o	1782	11.4%
	1570	10.0%
e	1562	10.0%
n	1417	9.0%
t	1417	9.0%
l	1409	9.0%
s	1248	8.0%
d	1197	7.6%
i	1103	7.0%
I	1052	6.7%
Other values (13)	1914	12.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15671	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	1782	11.4%
	1570	10.0%
e	1562	10.0%
n	1417	9.0%
t	1417	9.0%
l	1409	9.0%
s	1248	8.0%
d	1197	7.6%
i	1103	7.0%
I	1052	6.7%
Other values (13)	1914	12.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15671	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	1782	11.4%
	1570	10.0%
e	1562	10.0%
n	1417	9.0%
t	1417	9.0%
l	1409	9.0%
s	1248	8.0%
d	1197	7.6%
i	1103	7.0%
I	1052	6.7%
Other values (13)	1914	12.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15671	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	1782	11.4%
	1570	10.0%
e	1562	10.0%
n	1417	9.0%
t	1417	9.0%
l	1409	9.0%
s	1248	8.0%
d	1197	7.6%
i	1103	7.0%
I	1052	6.7%
Other values (13)	1914	12.2%

LandSlope
Categorical

Imbalance

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Gentle slope	1382
Moderate Slope	65
Severe Slope	13

Length

Max length	14
Median length	12
Mean length	12.089041
Min length	12

Characters and Unicode

Total characters	17650
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Gentle slope
2nd row	Gentle slope
3rd row	Gentle slope
4th row	Gentle slope
5th row	Gentle slope

Common Values

Value	Count	Frequency (%)
Gentle slope	1382	94.7%
Moderate Slope	65	4.5%
Severe Slope	13	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
slope	1460	50.0%
gentle	1382	47.3%
moderate	65	2.2%
severe	13	0.4%

Most occurring characters

Value	Count	Frequency (%)
e	4393	24.9%
l	2842	16.1%
o	1525	8.6%
	1460	8.3%
p	1460	8.3%
t	1447	8.2%
G	1382	7.8%
n	1382	7.8%
s	1382	7.8%
S	91	0.5%
Other values (5)	286	1.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	17650	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	4393	24.9%
l	2842	16.1%
o	1525	8.6%
	1460	8.3%
p	1460	8.3%
t	1447	8.2%
G	1382	7.8%
n	1382	7.8%
s	1382	7.8%
S	91	0.5%
Other values (5)	286	1.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	17650	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	4393	24.9%
l	2842	16.1%
o	1525	8.6%
	1460	8.3%
p	1460	8.3%
t	1447	8.2%
G	1382	7.8%
n	1382	7.8%
s	1382	7.8%
S	91	0.5%
Other values (5)	286	1.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	17650	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	4393	24.9%
l	2842	16.1%
o	1525	8.6%
	1460	8.3%
p	1460	8.3%
t	1447	8.2%
G	1382	7.8%
n	1382	7.8%
s	1382	7.8%
S	91	0.5%
Other values (5)	286	1.6%

Neighborhood
Categorical

Distinct	25
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

North Ames	225
College Creek	150
Old Town	113
Edwards	100
Somerset	86
Other values (20)	786

Length

Max length	37
Median length	19
Mean length	10.899315
Min length	6

Characters and Unicode

Total characters	15913
Distinct characters	41
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	College Creek
2nd row	Veenker
3rd row	College Creek
4th row	Crawford
5th row	Northridge

Common Values

Value	Count	Frequency (%)
North Ames	225	15.4%
College Creek	150	10.3%
Old Town	113	7.7%
Edwards	100	6.8%
Somerset	86	5.9%
Gilbert	79	5.4%
Northridge Heights	77	5.3%
Sawyer	74	5.1%
Northwest Ames	73	5.0%
Sawyer West	59	4.0%
Other values (15)	424	29.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ames	298	11.7%
north	225	8.8%
creek	178	7.0%
college	150	5.9%
sawyer	133	5.2%
northridge	118	4.6%
old	113	4.4%
town	113	4.4%
edwards	100	3.9%
heights	94	3.7%
Other values (29)	1029	40.3%

Most occurring characters

Value	Count	Frequency (%)
e	2042	12.8%
r	1447	9.1%
o	1233	7.7%
	1091	6.9%
t	1034	6.5%
s	820	5.2%
l	780	4.9%
d	685	4.3%
a	632	4.0%
h	593	3.7%
Other values (31)	5556	34.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15913	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	2042	12.8%
r	1447	9.1%
o	1233	7.7%
	1091	6.9%
t	1034	6.5%
s	820	5.2%
l	780	4.9%
d	685	4.3%
a	632	4.0%
h	593	3.7%
Other values (31)	5556	34.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15913	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	2042	12.8%
r	1447	9.1%
o	1233	7.7%
	1091	6.9%
t	1034	6.5%
s	820	5.2%
l	780	4.9%
d	685	4.3%
a	632	4.0%
h	593	3.7%
Other values (31)	5556	34.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15913	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	2042	12.8%
r	1447	9.1%
o	1233	7.7%
	1091	6.9%
t	1034	6.5%
s	820	5.2%
l	780	4.9%
d	685	4.3%
a	632	4.0%
h	593	3.7%
Other values (31)	5556	34.9%

Condition1
Categorical

Imbalance

Distinct	9
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Normal	1260
Adjacent to feeder street	81
Adjacent to arterial street	48
Adjacent to North-South Railroad	26
Near positive off-site feature--park, greenbelt, etc.	19
Other values (4)	26

Length

Max length	53
Median length	6
Mean length	9.3006849
Min length	6

Characters and Unicode

Total characters	13579
Distinct characters	34
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Normal
2nd row	Adjacent to feeder street
3rd row	Normal
4th row	Normal
5th row	Normal

Common Values

Value	Count	Frequency (%)
Normal	1260	86.3%
Adjacent to feeder street	81	5.5%
Adjacent to arterial street	48	3.3%
Adjacent to North-South Railroad	26	1.8%
Near positive off-site feature--park, greenbelt, etc.	19	1.3%
Adjacent to East-West Railroad	11	0.8%
Adjacent to postive off-site feature	8	0.5%
Within 200' of North-South Railroad	5	0.3%
Within 200' of East-West Railroad	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	1260	59.6%
adjacent	174	8.2%
to	174	8.2%
street	129	6.1%
feeder	81	3.8%
arterial	48	2.3%
railroad	44	2.1%
north-south	31	1.5%
off-site	27	1.3%
positive	19	0.9%
Other values (10)	126	6.0%

Most occurring characters

Value	Count	Frequency (%)
r	1725	12.7%
a	1696	12.5%
o	1601	11.8%
l	1371	10.1%
N	1310	9.6%
m	1260	9.3%
e	939	6.9%
t	868	6.4%
	653	4.8%
d	299	2.2%
Other values (24)	1857	13.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	13579	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	1725	12.7%
a	1696	12.5%
o	1601	11.8%
l	1371	10.1%
N	1310	9.6%
m	1260	9.3%
e	939	6.9%
t	868	6.4%
	653	4.8%
d	299	2.2%
Other values (24)	1857	13.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	13579	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	1725	12.7%
a	1696	12.5%
o	1601	11.8%
l	1371	10.1%
N	1310	9.6%
m	1260	9.3%
e	939	6.9%
t	868	6.4%
	653	4.8%
d	299	2.2%
Other values (24)	1857	13.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	13579	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	1725	12.7%
a	1696	12.5%
o	1601	11.8%
l	1371	10.1%
N	1310	9.6%
m	1260	9.3%
e	939	6.9%
t	868	6.4%
	653	4.8%
d	299	2.2%
Other values (24)	1857	13.7%

Condition2
Categorical

Imbalance

Distinct	8
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Normal	1445
Adjacent to feeder street	6
Adjacent to arterial street	2
Within 200' of North-South Railroad	2
Near positive off-site feature--park, greenbelt, etc.	2
Other values (3)	3

Length

Max length	53
Median length	6
Mean length	6.2657534
Min length	6

Characters and Unicode

Total characters	9148
Distinct characters	34
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	0.2%

Sample

1st row	Normal
2nd row	Normal
3rd row	Normal
4th row	Normal
5th row	Normal

Common Values

Value	Count	Frequency (%)
Normal	1445	99.0%
Adjacent to feeder street	6	0.4%
Adjacent to arterial street	2	0.1%
Within 200' of North-South Railroad	2	0.1%
Near positive off-site feature--park, greenbelt, etc.	2	0.1%
Adjacent to postive off-site feature	1	0.1%
Adjacent to North-South Railroad	1	0.1%
Adjacent to East-West Railroad	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	1445	95.6%
adjacent	11	0.7%
to	11	0.7%
street	8	0.5%
feeder	6	0.4%
railroad	4	0.3%
north-south	3	0.2%
off-site	3	0.2%
within	2	0.1%
200	2	0.1%
Other values (10)	17	1.1%

Most occurring characters

Value	Count	Frequency (%)
r	1479	16.2%
a	1476	16.1%
o	1474	16.1%
l	1453	15.9%
N	1450	15.9%
m	1445	15.8%
e	70	0.8%
t	63	0.7%
	52	0.6%
d	21	0.2%
Other values (24)	165	1.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	9148	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	1479	16.2%
a	1476	16.1%
o	1474	16.1%
l	1453	15.9%
N	1450	15.9%
m	1445	15.8%
e	70	0.8%
t	63	0.7%
	52	0.6%
d	21	0.2%
Other values (24)	165	1.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	9148	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	1479	16.2%
a	1476	16.1%
o	1474	16.1%
l	1453	15.9%
N	1450	15.9%
m	1445	15.8%
e	70	0.8%
t	63	0.7%
	52	0.6%
d	21	0.2%
Other values (24)	165	1.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	9148	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	1479	16.2%
a	1476	16.1%
o	1474	16.1%
l	1453	15.9%
N	1450	15.9%
m	1445	15.8%
e	70	0.8%
t	63	0.7%
	52	0.6%
d	21	0.2%
Other values (24)	165	1.8%

BldgType
Categorical

Imbalance

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Single-family Detached	1220
Townhouse End Unit	114
Duplex	52
Twnhs	43
2fmCon	31

Length

Max length	22
Median length	22
Mean length	20.277397
Min length	5

Characters and Unicode

Total characters	29605
Distinct characters	28
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Single-family Detached
2nd row	Single-family Detached
3rd row	Single-family Detached
4th row	Single-family Detached
5th row	Single-family Detached

Common Values

Value	Count	Frequency (%)
Single-family Detached	1220	83.6%
Townhouse End Unit	114	7.8%
Duplex	52	3.6%
Twnhs	43	2.9%
2fmCon	31	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
single-family	1220	42.0%
detached	1220	42.0%
townhouse	114	3.9%
end	114	3.9%
unit	114	3.9%
duplex	52	1.8%
twnhs	43	1.5%
2fmcon	31	1.1%

Most occurring characters

Value	Count	Frequency (%)
e	3826	12.9%
i	2554	8.6%
l	2492	8.4%
a	2440	8.2%
n	1636	5.5%
	1448	4.9%
h	1377	4.7%
t	1334	4.5%
d	1334	4.5%
D	1272	4.3%
Other values (18)	9892	33.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	29605	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	3826	12.9%
i	2554	8.6%
l	2492	8.4%
a	2440	8.2%
n	1636	5.5%
	1448	4.9%
h	1377	4.7%
t	1334	4.5%
d	1334	4.5%
D	1272	4.3%
Other values (18)	9892	33.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	29605	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	3826	12.9%
i	2554	8.6%
l	2492	8.4%
a	2440	8.2%
n	1636	5.5%
	1448	4.9%
h	1377	4.7%
t	1334	4.5%
d	1334	4.5%
D	1272	4.3%
Other values (18)	9892	33.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	29605	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	3826	12.9%
i	2554	8.6%
l	2492	8.4%
a	2440	8.2%
n	1636	5.5%
	1448	4.9%
h	1377	4.7%
t	1334	4.5%
d	1334	4.5%
D	1272	4.3%
Other values (18)	9892	33.4%

HouseStyle
Categorical

Distinct	8
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

One story	726
2Story	445
1.5Fin	154
SLvl	65
SFoyer	37
Other values (3)	33

Length

Max length	9
Median length	6
Mean length	7.4027397
Min length	4

Characters and Unicode

Total characters	10808
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2Story
2nd row	One story
3rd row	2Story
4th row	2Story
5th row	2Story

Common Values

Value	Count	Frequency (%)
One story	726	49.7%
2Story	445	30.5%
1.5Fin	154	10.5%
SLvl	65	4.5%
SFoyer	37	2.5%
1.5Unf	14	1.0%
2.5Unf	11	0.8%
2.5Fin	8	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
one	726	33.2%
story	726	33.2%
2story	445	20.4%
1.5fin	154	7.0%
slvl	65	3.0%
sfoyer	37	1.7%
1.5unf	14	0.6%
2.5unf	11	0.5%
2.5fin	8	0.4%

Most occurring characters

Value	Count	Frequency (%)
o	1208	11.2%
r	1208	11.2%
y	1208	11.2%
t	1171	10.8%
n	913	8.4%
e	763	7.1%
O	726	6.7%
	726	6.7%
s	726	6.7%
S	547	5.1%
Other values (11)	1612	14.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10808	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	1208	11.2%
r	1208	11.2%
y	1208	11.2%
t	1171	10.8%
n	913	8.4%
e	763	7.1%
O	726	6.7%
	726	6.7%
s	726	6.7%
S	547	5.1%
Other values (11)	1612	14.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10808	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	1208	11.2%
r	1208	11.2%
y	1208	11.2%
t	1171	10.8%
n	913	8.4%
e	763	7.1%
O	726	6.7%
	726	6.7%
s	726	6.7%
S	547	5.1%
Other values (11)	1612	14.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10808	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	1208	11.2%
r	1208	11.2%
y	1208	11.2%
t	1171	10.8%
n	913	8.4%
e	763	7.1%
O	726	6.7%
	726	6.7%
s	726	6.7%
S	547	5.1%
Other values (11)	1612	14.9%

OverallQual
Categorical

Distinct	10
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Average	397
Above Average	374
Good	319
Very Good	168
Below Average	116
Other values (5)	86

Length

Max length	14
Median length	13
Mean length	8.6890411
Min length	4

Characters and Unicode

Total characters	12686
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Good
2nd row	Above Average
3rd row	Good
4th row	Good
5th row	Very Good

Common Values

Value	Count	Frequency (%)
Average	397	27.2%
Above Average	374	25.6%
Good	319	21.8%
Very Good	168	11.5%
Below Average	116	7.9%
Excellent	43	2.9%
Fair	20	1.4%
Very Excellent	18	1.2%
Poor	3	0.2%
Very Poor	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
average	887	41.5%
good	487	22.8%
above	374	17.5%
very	188	8.8%
below	116	5.4%
excellent	61	2.9%
fair	20	0.9%
poor	5	0.2%

Most occurring characters

Value	Count	Frequency (%)
e	2574	20.3%
o	1474	11.6%
A	1261	9.9%
v	1261	9.9%
r	1100	8.7%
a	907	7.1%
g	887	7.0%
	678	5.3%
G	487	3.8%
d	487	3.8%
Other values (14)	1570	12.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	12686	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	2574	20.3%
o	1474	11.6%
A	1261	9.9%
v	1261	9.9%
r	1100	8.7%
a	907	7.1%
g	887	7.0%
	678	5.3%
G	487	3.8%
d	487	3.8%
Other values (14)	1570	12.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	12686	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	2574	20.3%
o	1474	11.6%
A	1261	9.9%
v	1261	9.9%
r	1100	8.7%
a	907	7.1%
g	887	7.0%
	678	5.3%
G	487	3.8%
d	487	3.8%
Other values (14)	1570	12.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	12686	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	2574	20.3%
o	1474	11.6%
A	1261	9.9%
v	1261	9.9%
r	1100	8.7%
a	907	7.1%
g	887	7.0%
	678	5.3%
G	487	3.8%
d	487	3.8%
Other values (14)	1570	12.4%

OverallCond
Categorical

Distinct	9
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Average	821
Above Average	252
Good	205
Very Good	72
Below Average	57
Other values (4)	53

Length

Max length	13
Median length	7
Mean length	7.9171233
Min length	4

Characters and Unicode

Total characters	11559
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	Average
2nd row	Very Good
3rd row	Average
4th row	Average
5th row	Average

Common Values

Value	Count	Frequency (%)
Average	821	56.2%
Above Average	252	17.3%
Good	205	14.0%
Very Good	72	4.9%
Below Average	57	3.9%
Fair	25	1.7%
Excellent	22	1.5%
Poor	5	0.3%
Very Poor	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
average	1130	61.3%
good	277	15.0%
above	252	13.7%
very	73	4.0%
below	57	3.1%
fair	25	1.4%
excellent	22	1.2%
poor	6	0.3%

Most occurring characters

Value	Count	Frequency (%)
e	2686	23.2%
A	1382	12.0%
v	1382	12.0%
r	1234	10.7%
a	1155	10.0%
g	1130	9.8%
o	875	7.6%
	382	3.3%
G	277	2.4%
d	277	2.4%
Other values (14)	779	6.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	11559	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	2686	23.2%
A	1382	12.0%
v	1382	12.0%
r	1234	10.7%
a	1155	10.0%
g	1130	9.8%
o	875	7.6%
	382	3.3%
G	277	2.4%
d	277	2.4%
Other values (14)	779	6.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	11559	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	2686	23.2%
A	1382	12.0%
v	1382	12.0%
r	1234	10.7%
a	1155	10.0%
g	1130	9.8%
o	875	7.6%
	382	3.3%
G	277	2.4%
d	277	2.4%
Other values (14)	779	6.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	11559	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	2686	23.2%
A	1382	12.0%
v	1382	12.0%
r	1234	10.7%
a	1155	10.0%
g	1130	9.8%
o	875	7.6%
	382	3.3%
G	277	2.4%
d	277	2.4%
Other values (14)	779	6.7%

YearBuilt
Real number (ℝ)

Distinct	112
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1971.2678

Minimum	1872
Maximum	2010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	1872
5-th percentile	1916
Q1	1954
median	1973
Q3	2000
95-th percentile	2007
Maximum	2010
Range	138
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	30.202904
Coefficient of variation (CV)	0.015321563
Kurtosis	-0.43955194
Mean	1971.2678
Median Absolute Deviation (MAD)	25
Skewness	-0.61346117
Sum	2878051
Variance	912.21541
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2006	67	4.6%
2005	64	4.4%
2004	54	3.7%
2007	49	3.4%
2003	45	3.1%
1976	33	2.3%
1977	32	2.2%
1920	30	2.1%
1959	26	1.8%
1998	25	1.7%
Other values (102)	1035	70.9%

Value	Count	Frequency (%)
1872	1	0.1%
1875	1	0.1%
1880	4	0.3%
1882	1	0.1%
1885	2	0.1%
1890	2	0.1%
1892	2	0.1%
1893	1	0.1%
1898	1	0.1%
1900	10	0.7%

Value	Count	Frequency (%)
2010	1	0.1%
2009	18	1.2%
2008	23	1.6%
2007	49	3.4%
2006	67	4.6%
2005	64	4.4%
2004	54	3.7%
2003	45	3.1%
2002	23	1.6%
2001	20	1.4%

YearRemodAdd
Real number (ℝ)

Distinct	61
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1984.8658

Minimum	1950
Maximum	2010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	1950
5-th percentile	1950
Q1	1967
median	1994
Q3	2004
95-th percentile	2007
Maximum	2010
Range	60
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	20.645407
Coefficient of variation (CV)	0.010401412
Kurtosis	-1.2722452
Mean	1984.8658
Median Absolute Deviation (MAD)	13
Skewness	-0.503562
Sum	2897904
Variance	426.23282
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1950	178	12.2%
2006	97	6.6%
2007	76	5.2%
2005	73	5.0%
2004	62	4.2%
2000	55	3.8%
2003	51	3.5%
2002	48	3.3%
2008	40	2.7%
1996	36	2.5%
Other values (51)	744	51.0%

Value	Count	Frequency (%)
1950	178	12.2%
1951	4	0.3%
1952	5	0.3%
1953	10	0.7%
1954	14	1.0%
1955	9	0.6%
1956	10	0.7%
1957	9	0.6%
1958	15	1.0%
1959	18	1.2%

Value	Count	Frequency (%)
2010	6	0.4%
2009	23	1.6%
2008	40	2.7%
2007	76	5.2%
2006	97	6.6%
2005	73	5.0%
2004	62	4.2%
2003	51	3.5%
2002	48	3.3%
2001	21	1.4%

RoofStyle
Categorical

Imbalance

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Gable	1141
Hip	286
Flat	13
Gabrel (Barn)	11
Mansard	7

Length

Max length	13
Median length	5
Mean length	4.6678082
Min length	3

Characters and Unicode

Total characters	6815
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Gable
2nd row	Gable
3rd row	Gable
4th row	Gable
5th row	Gable

Common Values

Value	Count	Frequency (%)
Gable	1141	78.2%
Hip	286	19.6%
Flat	13	0.9%
Gabrel (Barn)	11	0.8%
Mansard	7	0.5%
Shed	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
gable	1141	77.6%
hip	286	19.4%
flat	13	0.9%
gabrel	11	0.7%
barn	11	0.7%
mansard	7	0.5%
shed	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
a	1190	17.5%
l	1165	17.1%
e	1154	16.9%
G	1152	16.9%
b	1152	16.9%
H	286	4.2%
i	286	4.2%
p	286	4.2%
r	29	0.4%
n	18	0.3%
Other values (11)	97	1.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6815	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	1190	17.5%
l	1165	17.1%
e	1154	16.9%
G	1152	16.9%
b	1152	16.9%
H	286	4.2%
i	286	4.2%
p	286	4.2%
r	29	0.4%
n	18	0.3%
Other values (11)	97	1.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6815	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	1190	17.5%
l	1165	17.1%
e	1154	16.9%
G	1152	16.9%
b	1152	16.9%
H	286	4.2%
i	286	4.2%
p	286	4.2%
r	29	0.4%
n	18	0.3%
Other values (11)	97	1.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6815	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	1190	17.5%
l	1165	17.1%
e	1154	16.9%
G	1152	16.9%
b	1152	16.9%
H	286	4.2%
i	286	4.2%
p	286	4.2%
r	29	0.4%
n	18	0.3%
Other values (11)	97	1.4%

RoofMatl
Categorical

Imbalance

Distinct	8
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Standard (Composite) Shingle	1434
Gravel & Tar	11
Wood Shingles	6
Wood Shakes	5
Metal	1
Other values (3)	3

Length

Max length	28
Median length	28
Mean length	27.70274
Min length	4

Characters and Unicode

Total characters	40446
Distinct characters	29
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	0.3%

Sample

1st row	Standard (Composite) Shingle
2nd row	Standard (Composite) Shingle
3rd row	Standard (Composite) Shingle
4th row	Standard (Composite) Shingle
5th row	Standard (Composite) Shingle

Common Values

Value	Count	Frequency (%)
Standard (Composite) Shingle	1434	98.2%
Gravel & Tar	11	0.8%
Wood Shingles	6	0.4%
Wood Shakes	5	0.3%
Metal	1	0.1%
Membrane	1	0.1%
Roll	1	0.1%
Clay or Tile	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
standard	1434	32.9%
composite	1434	32.9%
shingle	1434	32.9%
gravel	11	0.3%
	11	0.3%
tar	11	0.3%
wood	11	0.3%
shingles	6	0.1%
shakes	5	0.1%
metal	1	< 0.1%
Other values (5)	5	0.1%

Most occurring characters

Value	Count	Frequency (%)
	2903	7.2%
a	2898	7.2%
e	2894	7.2%
o	2892	7.2%
S	2879	7.1%
d	2879	7.1%
i	2875	7.1%
n	2875	7.1%
t	2869	7.1%
r	1458	3.6%
Other values (19)	13024	32.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40446	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	2903	7.2%
a	2898	7.2%
e	2894	7.2%
o	2892	7.2%
S	2879	7.1%
d	2879	7.1%
i	2875	7.1%
n	2875	7.1%
t	2869	7.1%
r	1458	3.6%
Other values (19)	13024	32.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40446	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	2903	7.2%
a	2898	7.2%
e	2894	7.2%
o	2892	7.2%
S	2879	7.1%
d	2879	7.1%
i	2875	7.1%
n	2875	7.1%
t	2869	7.1%
r	1458	3.6%
Other values (19)	13024	32.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40446	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	2903	7.2%
a	2898	7.2%
e	2894	7.2%
o	2892	7.2%
S	2879	7.1%
d	2879	7.1%
i	2875	7.1%
n	2875	7.1%
t	2869	7.1%
r	1458	3.6%
Other values (19)	13024	32.2%

Exterior1st
Categorical

Distinct	15
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Vinyl Siding	515
Hard Board	222
Metal Siding	220
Wood Siding	206
Plywood	108
Other values (10)	189

Length

Max length	17
Median length	12
Mean length	11.09589
Min length	5

Characters and Unicode

Total characters	16200
Distinct characters	32
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	0.2%

Sample

1st row	Vinyl Siding
2nd row	Metal Siding
3rd row	Vinyl Siding
4th row	Wood Siding
5th row	Vinyl Siding

Common Values

Value	Count	Frequency (%)
Vinyl Siding	515	35.3%
Hard Board	222	15.2%
Metal Siding	220	15.1%
Wood Siding	206	14.1%
Plywood	108	7.4%
Cement Board	61	4.2%
Brick Face	50	3.4%
Wood Shingles	26	1.8%
Stucco	25	1.7%
Asbestos Shingles	20	1.4%
Other values (5)	7	0.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
siding	941	33.8%
vinyl	515	18.5%
board	283	10.2%
wood	232	8.3%
hard	222	8.0%
metal	220	7.9%
plywood	108	3.9%
cement	61	2.2%
brick	52	1.9%
face	50	1.8%
Other values (9)	101	3.6%

Most occurring characters

Value	Count	Frequency (%)
i	2499	15.4%
d	1787	11.0%
n	1570	9.7%
	1325	8.2%
o	1017	6.3%
S	1016	6.3%
g	988	6.1%
l	892	5.5%
a	777	4.8%
y	623	3.8%
Other values (22)	3706	22.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	16200	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	2499	15.4%
d	1787	11.0%
n	1570	9.7%
	1325	8.2%
o	1017	6.3%
S	1016	6.3%
g	988	6.1%
l	892	5.5%
a	777	4.8%
y	623	3.8%
Other values (22)	3706	22.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	16200	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	2499	15.4%
d	1787	11.0%
n	1570	9.7%
	1325	8.2%
o	1017	6.3%
S	1016	6.3%
g	988	6.1%
l	892	5.5%
a	777	4.8%
y	623	3.8%
Other values (22)	3706	22.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	16200	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	2499	15.4%
d	1787	11.0%
n	1570	9.7%
	1325	8.2%
o	1017	6.3%
S	1016	6.3%
g	988	6.1%
l	892	5.5%
a	777	4.8%
y	623	3.8%
Other values (22)	3706	22.9%

Exterior2nd
Categorical

Distinct	16
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Vinyl Siding	504
Metal Siding	214
Hard Board	207
Wood Siding	197
Plywood	142
Other values (11)	196

Length

Max length	17
Median length	16
Mean length	10.669863
Min length	5

Characters and Unicode

Total characters	15578
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.1%

Sample

1st row	Vinyl Siding
2nd row	Metal Siding
3rd row	Vinyl Siding
4th row	Wd Shng
5th row	Vinyl Siding

Common Values

Value	Count	Frequency (%)
Vinyl Siding	504	34.5%
Metal Siding	214	14.7%
Hard Board	207	14.2%
Wood Siding	197	13.5%
Plywood	142	9.7%
CmentBd	60	4.1%
Wd Shng	38	2.6%
Stucco	26	1.8%
Brick Face	25	1.7%
Asbestos Shingles	20	1.4%
Other values (6)	27	1.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
siding	915	34.1%
vinyl	504	18.8%
metal	214	8.0%
hard	207	7.7%
board	207	7.7%
wood	197	7.3%
plywood	142	5.3%
cmentbd	60	2.2%
wd	38	1.4%
shng	38	1.4%
Other values (13)	164	6.1%

Most occurring characters

Value	Count	Frequency (%)
i	2403	15.4%
d	1767	11.3%
n	1563	10.0%
	1226	7.9%
S	1017	6.5%
g	976	6.3%
o	957	6.1%
l	887	5.7%
a	666	4.3%
y	646	4.1%
Other values (23)	3470	22.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15578	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	2403	15.4%
d	1767	11.3%
n	1563	10.0%
	1226	7.9%
S	1017	6.5%
g	976	6.3%
o	957	6.1%
l	887	5.7%
a	666	4.3%
y	646	4.1%
Other values (23)	3470	22.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15578	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	2403	15.4%
d	1767	11.3%
n	1563	10.0%
	1226	7.9%
S	1017	6.5%
g	976	6.3%
o	957	6.1%
l	887	5.7%
a	666	4.3%
y	646	4.1%
Other values (23)	3470	22.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15578	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	2403	15.4%
d	1767	11.3%
n	1563	10.0%
	1226	7.9%
S	1017	6.5%
g	976	6.3%
o	957	6.1%
l	887	5.7%
a	666	4.3%
y	646	4.1%
Other values (23)	3470	22.3%

MasVnrType
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

nan	872
Brick Face	445
Stone	128
Brick Common	15

Length

Max length	12
Median length	3
Mean length	5.4013699
Min length	3

Characters and Unicode

Total characters	7886
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Brick Face
2nd row	nan
3rd row	Brick Face
4th row	nan
5th row	Brick Face

Common Values

Value	Count	Frequency (%)
nan	872	59.7%
Brick Face	445	30.5%
Stone	128	8.8%
Brick Common	15	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nan	872	45.4%
brick	460	24.0%
face	445	23.2%
stone	128	6.7%
common	15	0.8%

Most occurring characters

Value	Count	Frequency (%)
n	1887	23.9%
a	1317	16.7%
c	905	11.5%
e	573	7.3%
B	460	5.8%
r	460	5.8%
i	460	5.8%
k	460	5.8%
	460	5.8%
F	445	5.6%
Other values (5)	459	5.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7886	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	1887	23.9%
a	1317	16.7%
c	905	11.5%
e	573	7.3%
B	460	5.8%
r	460	5.8%
i	460	5.8%
k	460	5.8%
	460	5.8%
F	445	5.6%
Other values (5)	459	5.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7886	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	1887	23.9%
a	1317	16.7%
c	905	11.5%
e	573	7.3%
B	460	5.8%
r	460	5.8%
i	460	5.8%
k	460	5.8%
	460	5.8%
F	445	5.6%
Other values (5)	459	5.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7886	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	1887	23.9%
a	1317	16.7%
c	905	11.5%
e	573	7.3%
B	460	5.8%
r	460	5.8%
i	460	5.8%
k	460	5.8%
	460	5.8%
F	445	5.6%
Other values (5)	459	5.8%

MasVnrArea
Real number (ℝ)

Zeros

Distinct	327
Distinct (%)	22.5%
Missing	8
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	103.68526

Minimum	0
Maximum	1600
Zeros	861
Zeros (%)	59.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	166
95-th percentile	456
Maximum	1600
Range	1600
Interquartile range (IQR)	166

Descriptive statistics

Standard deviation	181.06621
Coefficient of variation (CV)	1.7463061
Kurtosis	10.082417
Mean	103.68526
Median Absolute Deviation (MAD)	0
Skewness	2.6690842
Sum	150551
Variance	32784.971
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	861	59.0%
72	8	0.5%
108	8	0.5%
180	8	0.5%
120	7	0.5%
16	7	0.5%
340	6	0.4%
106	6	0.4%
80	6	0.4%
200	6	0.4%
Other values (317)	529	36.2%
(Missing)	8	0.5%

Value	Count	Frequency (%)
0	861	59.0%
1	2	0.1%
11	1	0.1%
14	1	0.1%
16	7	0.5%
18	2	0.1%
22	1	0.1%
24	1	0.1%
27	1	0.1%
28	1	0.1%

Value	Count	Frequency (%)
1600	1	0.1%
1378	1	0.1%
1170	1	0.1%
1129	1	0.1%
1115	1	0.1%
1047	1	0.1%
1031	1	0.1%
975	1	0.1%
922	1	0.1%
921	1	0.1%

ExterQual
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Average/Typical	906
Good	488
Excellent	52
Fair	14

Length

Max length	15
Median length	15
Mean length	11.00411
Min length	4

Characters and Unicode

Total characters	16066
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Good
2nd row	Average/Typical
3rd row	Good
4th row	Average/Typical
5th row	Good

Common Values

Value	Count	Frequency (%)
Average/Typical	906	62.1%
Good	488	33.4%
Excellent	52	3.6%
Fair	14	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
average/typical	906	62.1%
good	488	33.4%
excellent	52	3.6%
fair	14	1.0%

Most occurring characters

Value	Count	Frequency (%)
e	1916	11.9%
a	1826	11.4%
l	1010	6.3%
o	976	6.1%
c	958	6.0%
i	920	5.7%
r	920	5.7%
p	906	5.6%
v	906	5.6%
A	906	5.6%
Other values (11)	4822	30.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	16066	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	1916	11.9%
a	1826	11.4%
l	1010	6.3%
o	976	6.1%
c	958	6.0%
i	920	5.7%
r	920	5.7%
p	906	5.6%
v	906	5.6%
A	906	5.6%
Other values (11)	4822	30.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	16066	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	1916	11.9%
a	1826	11.4%
l	1010	6.3%
o	976	6.1%
c	958	6.0%
i	920	5.7%
r	920	5.7%
p	906	5.6%
v	906	5.6%
A	906	5.6%
Other values (11)	4822	30.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	16066	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	1916	11.9%
a	1826	11.4%
l	1010	6.3%
o	976	6.1%
c	958	6.0%
i	920	5.7%
r	920	5.7%
p	906	5.6%
v	906	5.6%
A	906	5.6%
Other values (11)	4822	30.0%

ExterCond
Categorical

Imbalance

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Average/Typical	1282
Good	146
Fair	28
Excellent	3
Poor	1

Length

Max length	15
Median length	15
Mean length	13.669178
Min length	4

Characters and Unicode

Total characters	19957
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	Average/Typical
2nd row	Average/Typical
3rd row	Average/Typical
4th row	Average/Typical
5th row	Average/Typical

Common Values

Value	Count	Frequency (%)
Average/Typical	1282	87.8%
Good	146	10.0%
Fair	28	1.9%
Excellent	3	0.2%
Poor	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
average/typical	1282	87.8%
good	146	10.0%
fair	28	1.9%
excellent	3	0.2%
poor	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
a	2592	13.0%
e	2570	12.9%
r	1311	6.6%
i	1310	6.6%
l	1288	6.5%
c	1285	6.4%
p	1282	6.4%
v	1282	6.4%
A	1282	6.4%
y	1282	6.4%
Other values (12)	4473	22.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	19957	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	2592	13.0%
e	2570	12.9%
r	1311	6.6%
i	1310	6.6%
l	1288	6.5%
c	1285	6.4%
p	1282	6.4%
v	1282	6.4%
A	1282	6.4%
y	1282	6.4%
Other values (12)	4473	22.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	19957	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	2592	13.0%
e	2570	12.9%
r	1311	6.6%
i	1310	6.6%
l	1288	6.5%
c	1285	6.4%
p	1282	6.4%
v	1282	6.4%
A	1282	6.4%
y	1282	6.4%
Other values (12)	4473	22.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	19957	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	2592	13.0%
e	2570	12.9%
r	1311	6.6%
i	1310	6.6%
l	1288	6.5%
c	1285	6.4%
p	1282	6.4%
v	1282	6.4%
A	1282	6.4%
y	1282	6.4%
Other values (12)	4473	22.4%

Foundation
Categorical

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Poured Contrete	647
Cinder Block	634
Brick & Tile	146
Slab	24
Stone	6

Length

Max length	15
Median length	12
Mean length	13.15274
Min length	4

Characters and Unicode

Total characters	19203
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Poured Contrete
2nd row	Cinder Block
3rd row	Poured Contrete
4th row	Brick & Tile
5th row	Poured Contrete

Common Values

Value	Count	Frequency (%)
Poured Contrete	647	44.3%
Cinder Block	634	43.4%
Brick & Tile	146	10.0%
Slab	24	1.6%
Stone	6	0.4%
Wood	3	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
poured	647	21.3%
contrete	647	21.3%
cinder	634	20.9%
block	634	20.9%
brick	146	4.8%
	146	4.8%
tile	146	4.8%
slab	24	0.8%
stone	6	0.2%
wood	3	0.1%

Most occurring characters

Value	Count	Frequency (%)
e	2727	14.2%
r	2074	10.8%
o	1940	10.1%
	1573	8.2%
t	1300	6.8%
n	1287	6.7%
d	1284	6.7%
C	1281	6.7%
i	926	4.8%
l	804	4.2%
Other values (11)	4007	20.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	19203	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	2727	14.2%
r	2074	10.8%
o	1940	10.1%
	1573	8.2%
t	1300	6.8%
n	1287	6.7%
d	1284	6.7%
C	1281	6.7%
i	926	4.8%
l	804	4.2%
Other values (11)	4007	20.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	19203	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	2727	14.2%
r	2074	10.8%
o	1940	10.1%
	1573	8.2%
t	1300	6.8%
n	1287	6.7%
d	1284	6.7%
C	1281	6.7%
i	926	4.8%
l	804	4.2%
Other values (11)	4007	20.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	19203	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	2727	14.2%
r	2074	10.8%
o	1940	10.1%
	1573	8.2%
t	1300	6.8%
n	1287	6.7%
d	1284	6.7%
C	1281	6.7%
i	926	4.8%
l	804	4.2%
Other values (11)	4007	20.9%

BsmtQual
Categorical

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Typical (80-89 inches)	649
Good (90-99 inches)	618
Excellent (100+ inches)	121
nan	37
Fair (70-79 inches)	35

Length

Max length	23
Median length	22
Mean length	20.259589
Min length	3

Characters and Unicode

Total characters	29579
Distinct characters	29
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Good (90-99 inches)
2nd row	Good (90-99 inches)
3rd row	Good (90-99 inches)
4th row	Typical (80-89 inches)
5th row	Good (90-99 inches)

Common Values

Value	Count	Frequency (%)
Typical (80-89 inches)	649	44.5%
Good (90-99 inches)	618	42.3%
Excellent (100+ inches)	121	8.3%
nan	37	2.5%
Fair (70-79 inches)	35	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
inches	1423	33.0%
typical	649	15.1%
80-89	649	15.1%
good	618	14.4%
90-99	618	14.4%
excellent	121	2.8%
100	121	2.8%
nan	37	0.9%
fair	35	0.8%
70-79	35	0.8%

Most occurring characters

Value	Count	Frequency (%)
	2846	9.6%
9	2538	8.6%
c	2193	7.4%
i	2107	7.1%
e	1665	5.6%
n	1618	5.5%
0	1544	5.2%
h	1423	4.8%
s	1423	4.8%
(	1423	4.8%
Other values (19)	10799	36.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	29579	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	2846	9.6%
9	2538	8.6%
c	2193	7.4%
i	2107	7.1%
e	1665	5.6%
n	1618	5.5%
0	1544	5.2%
h	1423	4.8%
s	1423	4.8%
(	1423	4.8%
Other values (19)	10799	36.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	29579	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	2846	9.6%
9	2538	8.6%
c	2193	7.4%
i	2107	7.1%
e	1665	5.6%
n	1618	5.5%
0	1544	5.2%
h	1423	4.8%
s	1423	4.8%
(	1423	4.8%
Other values (19)	10799	36.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	29579	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	2846	9.6%
9	2538	8.6%
c	2193	7.4%
i	2107	7.1%
e	1665	5.6%
n	1618	5.5%
0	1544	5.2%
h	1423	4.8%
s	1423	4.8%
(	1423	4.8%
Other values (19)	10799	36.5%

BsmtCond
Categorical

Imbalance

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Typical - slight dampness allowed	1311
Good	65
Fair - dampness or some cracking or settling	45
nan	37
Poor - Severe cracking, settling, or wetness	2

Length

Max length	44
Median length	33
Mean length	31.30274
Min length	3

Characters and Unicode

Total characters	45702
Distinct characters	27
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Typical - slight dampness allowed
2nd row	Typical - slight dampness allowed
3rd row	Typical - slight dampness allowed
4th row	Good
5th row	Typical - slight dampness allowed

Common Values

Value	Count	Frequency (%)
Typical - slight dampness allowed	1311	89.8%
Good	65	4.5%
Fair - dampness or some cracking or settling	45	3.1%
nan	37	2.5%
Poor - Severe cracking, settling, or wetness	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
	1358	19.3%
dampness	1356	19.3%
typical	1311	18.6%
slight	1311	18.6%
allowed	1311	18.6%
or	92	1.3%
good	65	0.9%
cracking	47	0.7%
settling	47	0.7%
fair	45	0.6%
Other values (5)	88	1.3%

Most occurring characters

Value	Count	Frequency (%)
	5571	12.2%
l	5291	11.6%
s	4119	9.0%
a	4107	9.0%
e	2769	6.1%
i	2761	6.0%
d	2732	6.0%
p	2667	5.8%
o	1582	3.5%
n	1526	3.3%
Other values (17)	12577	27.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	45702	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	5571	12.2%
l	5291	11.6%
s	4119	9.0%
a	4107	9.0%
e	2769	6.1%
i	2761	6.0%
d	2732	6.0%
p	2667	5.8%
o	1582	3.5%
n	1526	3.3%
Other values (17)	12577	27.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	45702	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	5571	12.2%
l	5291	11.6%
s	4119	9.0%
a	4107	9.0%
e	2769	6.1%
i	2761	6.0%
d	2732	6.0%
p	2667	5.8%
o	1582	3.5%
n	1526	3.3%
Other values (17)	12577	27.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	45702	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	5571	12.2%
l	5291	11.6%
s	4119	9.0%
a	4107	9.0%
e	2769	6.1%
i	2761	6.0%
d	2732	6.0%
p	2667	5.8%
o	1582	3.5%
n	1526	3.3%
Other values (17)	12577	27.5%

BsmtExposure
Categorical

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

No Exposure	953
Average Exposure (split levels or foyers typically score average or above)	221
Good Exposure	134
Mimimum Exposure	114
nan	38

Length

Max length	74
Median length	11
Mean length	20.902055
Min length	3

Characters and Unicode

Total characters	30517
Distinct characters	28
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No Exposure
2nd row	Good Exposure
3rd row	Mimimum Exposure
4th row	No Exposure
5th row	Average Exposure (split levels or foyers typically score average or above)

Common Values

Value	Count	Frequency (%)
No Exposure	953	65.3%
Average Exposure (split levels or foyers typically score average or above)	221	15.1%
Good Exposure	134	9.2%
Mimimum Exposure	114	7.8%
nan	38	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
exposure	1422	29.2%
no	953	19.6%
average	442	9.1%
or	442	9.1%
split	221	4.5%
levels	221	4.5%
foyers	221	4.5%
typically	221	4.5%
score	221	4.5%
above	221	4.5%
Other values (3)	286	5.9%

Most occurring characters

Value	Count	Frequency (%)
o	3748	12.3%
	3411	11.2%
e	3411	11.2%
r	2748	9.0%
s	2306	7.6%
p	1864	6.1%
u	1536	5.0%
E	1422	4.7%
x	1422	4.7%
a	1143	3.7%
Other values (18)	7506	24.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	30517	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	3748	12.3%
	3411	11.2%
e	3411	11.2%
r	2748	9.0%
s	2306	7.6%
p	1864	6.1%
u	1536	5.0%
E	1422	4.7%
x	1422	4.7%
a	1143	3.7%
Other values (18)	7506	24.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	30517	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	3748	12.3%
	3411	11.2%
e	3411	11.2%
r	2748	9.0%
s	2306	7.6%
p	1864	6.1%
u	1536	5.0%
E	1422	4.7%
x	1422	4.7%
a	1143	3.7%
Other values (18)	7506	24.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	30517	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	3748	12.3%
	3411	11.2%
e	3411	11.2%
r	2748	9.0%
s	2306	7.6%
p	1864	6.1%
u	1536	5.0%
E	1422	4.7%
x	1422	4.7%
a	1143	3.7%
Other values (18)	7506	24.6%

BsmtFinType1
Categorical

Distinct	7
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Unfinshed	430
Good Living Quarters	418
Average Living Quarters	220
Below Average Living Quarters	148
Average Rec Room	133
Other values (2)	111

Length

Max length	29
Median length	23
Mean length	16.873288
Min length	3

Characters and Unicode

Total characters	24635
Distinct characters	27
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Good Living Quarters
2nd row	Average Living Quarters
3rd row	Good Living Quarters
4th row	Average Living Quarters
5th row	Good Living Quarters

Common Values

Value	Count	Frequency (%)
Unfinshed	430	29.5%
Good Living Quarters	418	28.6%
Average Living Quarters	220	15.1%
Below Average Living Quarters	148	10.1%
Average Rec Room	133	9.1%
Low Quality	74	5.1%
nan	37	2.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
living	786	22.3%
quarters	786	22.3%
average	501	14.2%
unfinshed	430	12.2%
good	418	11.9%
below	148	4.2%
rec	133	3.8%
room	133	3.8%
low	74	2.1%
quality	74	2.1%

Most occurring characters

Value	Count	Frequency (%)
e	2499	10.1%
i	2076	8.4%
r	2073	8.4%
	2060	8.4%
n	1720	7.0%
a	1398	5.7%
o	1324	5.4%
g	1287	5.2%
v	1287	5.2%
s	1216	4.9%
Other values (17)	7695	31.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	24635	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	2499	10.1%
i	2076	8.4%
r	2073	8.4%
	2060	8.4%
n	1720	7.0%
a	1398	5.7%
o	1324	5.4%
g	1287	5.2%
v	1287	5.2%
s	1216	4.9%
Other values (17)	7695	31.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	24635	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	2499	10.1%
i	2076	8.4%
r	2073	8.4%
	2060	8.4%
n	1720	7.0%
a	1398	5.7%
o	1324	5.4%
g	1287	5.2%
v	1287	5.2%
s	1216	4.9%
Other values (17)	7695	31.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	24635	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	2499	10.1%
i	2076	8.4%
r	2073	8.4%
	2060	8.4%
n	1720	7.0%
a	1398	5.7%
o	1324	5.4%
g	1287	5.2%
v	1287	5.2%
s	1216	4.9%
Other values (17)	7695	31.2%

BsmtFinSF1
Real number (ℝ)

Zeros

Distinct	637
Distinct (%)	43.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	443.63973

Minimum	0
Maximum	5644
Zeros	467
Zeros (%)	32.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	383.5
Q3	712.25
95-th percentile	1274
Maximum	5644
Range	5644
Interquartile range (IQR)	712.25

Descriptive statistics

Standard deviation	456.09809
Coefficient of variation (CV)	1.0280822
Kurtosis	11.118236
Mean	443.63973
Median Absolute Deviation (MAD)	383.5
Skewness	1.6855031
Sum	647714
Variance	208025.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	467	32.0%
24	12	0.8%
16	9	0.6%
686	5	0.3%
662	5	0.3%
20	5	0.3%
936	5	0.3%
616	5	0.3%
560	4	0.3%
553	4	0.3%
Other values (627)	939	64.3%

Value	Count	Frequency (%)
0	467	32.0%
2	1	0.1%
16	9	0.6%
20	5	0.3%
24	12	0.8%
25	1	0.1%
27	1	0.1%
28	3	0.2%
33	1	0.1%
35	1	0.1%

Value	Count	Frequency (%)
5644	1	0.1%
2260	1	0.1%
2188	1	0.1%
2096	1	0.1%
1904	1	0.1%
1880	1	0.1%
1810	1	0.1%
1767	1	0.1%
1721	1	0.1%
1696	1	0.1%

BsmtFinType2
Categorical

Imbalance

Distinct	7
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Unfinshed	1256
Average Rec Room	54
Low Quality	46
nan	38
Below Average Living Quarters	33
Other values (2)	33

Length

Max length	29
Median length	9
Mean length	9.9054795
Min length	3

Characters and Unicode

Total characters	14462
Distinct characters	27
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Unfinshed
2nd row	Unfinshed
3rd row	Unfinshed
4th row	Unfinshed
5th row	Unfinshed

Common Values

Value	Count	Frequency (%)
Unfinshed	1256	86.0%
Average Rec Room	54	3.7%
Low Quality	46	3.2%
nan	38	2.6%
Below Average Living Quarters	33	2.3%
Average Living Quarters	19	1.3%
Good Living Quarters	14	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
unfinshed	1256	70.6%
average	106	6.0%
living	66	3.7%
quarters	66	3.7%
rec	54	3.0%
room	54	3.0%
low	46	2.6%
quality	46	2.6%
nan	38	2.1%
below	33	1.9%

Most occurring characters

Value	Count	Frequency (%)
n	2654	18.4%
e	1621	11.2%
i	1434	9.9%
s	1322	9.1%
d	1270	8.8%
U	1256	8.7%
f	1256	8.7%
h	1256	8.7%
	319	2.2%
a	256	1.8%
Other values (17)	1818	12.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14462	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	2654	18.4%
e	1621	11.2%
i	1434	9.9%
s	1322	9.1%
d	1270	8.8%
U	1256	8.7%
f	1256	8.7%
h	1256	8.7%
	319	2.2%
a	256	1.8%
Other values (17)	1818	12.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14462	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	2654	18.4%
e	1621	11.2%
i	1434	9.9%
s	1322	9.1%
d	1270	8.8%
U	1256	8.7%
f	1256	8.7%
h	1256	8.7%
	319	2.2%
a	256	1.8%
Other values (17)	1818	12.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14462	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	2654	18.4%
e	1621	11.2%
i	1434	9.9%
s	1322	9.1%
d	1270	8.8%
U	1256	8.7%
f	1256	8.7%
h	1256	8.7%
	319	2.2%
a	256	1.8%
Other values (17)	1818	12.6%

BsmtFinSF2
Real number (ℝ)

Zeros

Distinct	144
Distinct (%)	9.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.549315

Minimum	0
Maximum	1474
Zeros	1293
Zeros (%)	88.6%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	396.2
Maximum	1474
Range	1474
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	161.31927
Coefficient of variation (CV)	3.4655563
Kurtosis	20.113338
Mean	46.549315
Median Absolute Deviation (MAD)	0
Skewness	4.2552611
Sum	67962
Variance	26023.908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1293	88.6%
180	5	0.3%
374	3	0.2%
551	2	0.1%
147	2	0.1%
294	2	0.1%
391	2	0.1%
539	2	0.1%
96	2	0.1%
480	2	0.1%
Other values (134)	145	9.9%

Value	Count	Frequency (%)
0	1293	88.6%
28	1	0.1%
32	1	0.1%
35	1	0.1%
40	1	0.1%
41	2	0.1%
64	2	0.1%
68	1	0.1%
80	1	0.1%
81	1	0.1%

Value	Count	Frequency (%)
1474	1	0.1%
1127	1	0.1%
1120	1	0.1%
1085	1	0.1%
1080	1	0.1%
1063	1	0.1%
1061	1	0.1%
1057	1	0.1%
1031	1	0.1%
1029	1	0.1%

BsmtUnfSF
Real number (ℝ)

Zeros

Distinct	780
Distinct (%)	53.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	567.24041

Minimum	0
Maximum	2336
Zeros	118
Zeros (%)	8.1%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	223
median	477.5
Q3	808
95-th percentile	1468
Maximum	2336
Range	2336
Interquartile range (IQR)	585

Descriptive statistics

Standard deviation	441.86696
Coefficient of variation (CV)	0.77897651
Kurtosis	0.47499399
Mean	567.24041
Median Absolute Deviation (MAD)	288
Skewness	0.92026845
Sum	828171
Variance	195246.41
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	118	8.1%
728	9	0.6%
384	8	0.5%
600	7	0.5%
300	7	0.5%
572	7	0.5%
270	6	0.4%
625	6	0.4%
672	6	0.4%
440	6	0.4%
Other values (770)	1280	87.7%

Value	Count	Frequency (%)
0	118	8.1%
14	1	0.1%
15	1	0.1%
23	2	0.1%
26	1	0.1%
29	1	0.1%
30	1	0.1%
32	2	0.1%
35	1	0.1%
36	4	0.3%

Value	Count	Frequency (%)
2336	1	0.1%
2153	1	0.1%
2121	1	0.1%
2046	1	0.1%
2042	1	0.1%
2002	1	0.1%
1969	1	0.1%
1935	1	0.1%
1926	1	0.1%
1907	1	0.1%

TotalBsmtSF
Real number (ℝ)

Zeros

Distinct	721
Distinct (%)	49.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1057.4295

Minimum	0
Maximum	6110
Zeros	37
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	519.3
Q1	795.75
median	991.5
Q3	1298.25
95-th percentile	1753
Maximum	6110
Range	6110
Interquartile range (IQR)	502.5

Descriptive statistics

Standard deviation	438.70532
Coefficient of variation (CV)	0.41487905
Kurtosis	13.250483
Mean	1057.4295
Median Absolute Deviation (MAD)	234.5
Skewness	1.5242545
Sum	1543847
Variance	192462.36
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37	2.5%
864	35	2.4%
672	17	1.2%
912	15	1.0%
1040	14	1.0%
816	13	0.9%
768	12	0.8%
728	12	0.8%
894	11	0.8%
780	11	0.8%
Other values (711)	1283	87.9%

Value	Count	Frequency (%)
0	37	2.5%
105	1	0.1%
190	1	0.1%
264	3	0.2%
270	1	0.1%
290	1	0.1%
319	1	0.1%
360	1	0.1%
372	1	0.1%
384	7	0.5%

Value	Count	Frequency (%)
6110	1	0.1%
3206	1	0.1%
3200	1	0.1%
3138	1	0.1%
3094	1	0.1%
2633	1	0.1%
2524	1	0.1%
2444	1	0.1%
2396	1	0.1%
2392	1	0.1%

Heating
Categorical

Imbalance

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Gas forced warm air furnace	1428
Gas hot water or steam heat	18
Gravity furnace	7
Wall furnace	4
Hot water or steam heat other than gas	2

Length

Max length	38
Median length	27
Mean length	26.906849
Min length	12

Characters and Unicode

Total characters	39284
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	Gas forced warm air furnace
2nd row	Gas forced warm air furnace
3rd row	Gas forced warm air furnace
4th row	Gas forced warm air furnace
5th row	Gas forced warm air furnace

Common Values

Value	Count	Frequency (%)
Gas forced warm air furnace	1428	97.8%
Gas hot water or steam heat	18	1.2%
Gravity furnace	7	0.5%
Wall furnace	4	0.3%
Hot water or steam heat other than gas	2	0.1%
Floor Furnace	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
gas	1448	19.9%
furnace	1440	19.8%
forced	1428	19.6%
warm	1428	19.6%
air	1428	19.6%
hot	20	0.3%
water	20	0.3%
or	20	0.3%
steam	20	0.3%
heat	20	0.3%
Other values (5)	16	0.2%

Most occurring characters

Value	Count	Frequency (%)
	5828	14.8%
a	5817	14.8%
r	5774	14.7%
e	2930	7.5%
c	2868	7.3%
f	2867	7.3%
o	1472	3.7%
s	1468	3.7%
G	1453	3.7%
w	1448	3.7%
Other values (14)	7359	18.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	39284	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	5828	14.8%
a	5817	14.8%
r	5774	14.7%
e	2930	7.5%
c	2868	7.3%
f	2867	7.3%
o	1472	3.7%
s	1468	3.7%
G	1453	3.7%
w	1448	3.7%
Other values (14)	7359	18.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	39284	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	5828	14.8%
a	5817	14.8%
r	5774	14.7%
e	2930	7.5%
c	2868	7.3%
f	2867	7.3%
o	1472	3.7%
s	1468	3.7%
G	1453	3.7%
w	1448	3.7%
Other values (14)	7359	18.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	39284	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	5828	14.8%
a	5817	14.8%
r	5774	14.7%
e	2930	7.5%
c	2868	7.3%
f	2867	7.3%
o	1472	3.7%
s	1468	3.7%
G	1453	3.7%
w	1448	3.7%
Other values (14)	7359	18.7%

HeatingQC
Categorical

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Excellent	741
Average/Typical	428
Good	241
Fair	49
Poor	1

Length

Max length	15
Median length	9
Mean length	9.7623288
Min length	4

Characters and Unicode

Total characters	14253
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	Excellent
2nd row	Excellent
3rd row	Excellent
4th row	Good
5th row	Excellent

Common Values

Value	Count	Frequency (%)
Excellent	741	50.8%
Average/Typical	428	29.3%
Good	241	16.5%
Fair	49	3.4%
Poor	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
excellent	741	50.8%
average/typical	428	29.3%
good	241	16.5%
fair	49	3.4%
poor	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
e	2338	16.4%
l	1910	13.4%
c	1169	8.2%
a	905	6.3%
E	741	5.2%
n	741	5.2%
t	741	5.2%
x	741	5.2%
o	484	3.4%
r	478	3.4%
Other values (12)	4005	28.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14253	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	2338	16.4%
l	1910	13.4%
c	1169	8.2%
a	905	6.3%
E	741	5.2%
n	741	5.2%
t	741	5.2%
x	741	5.2%
o	484	3.4%
r	478	3.4%
Other values (12)	4005	28.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14253	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	2338	16.4%
l	1910	13.4%
c	1169	8.2%
a	905	6.3%
E	741	5.2%
n	741	5.2%
t	741	5.2%
x	741	5.2%
o	484	3.4%
r	478	3.4%
Other values (12)	4005	28.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14253	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	2338	16.4%
l	1910	13.4%
c	1169	8.2%
a	905	6.3%
E	741	5.2%
n	741	5.2%
t	741	5.2%
x	741	5.2%
o	484	3.4%
r	478	3.4%
Other values (12)	4005	28.1%

CentralAir
Boolean

Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.8 KiB

True	1365
False	95

Value	Count	Frequency (%)
True	1365	93.5%
False	95	6.5%

Electrical
Categorical

Imbalance

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Standard Circuit Breakers & Romex	1334
Fuse Box over 60 AMP and all Romex wiring (Average)	94
60 AMP Fuse Box and mostly Romex wiring (Fair)	27
60 AMP Fuse Box and mostly knob & tube wiring (poor)	3
Mixed	1

Length

Max length	52
Median length	33
Mean length	34.39863
Min length	3

Characters and Unicode

Total characters	50222
Distinct characters	35
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.1%

Sample

1st row	Standard Circuit Breakers & Romex
2nd row	Standard Circuit Breakers & Romex
3rd row	Standard Circuit Breakers & Romex
4th row	Standard Circuit Breakers & Romex
5th row	Standard Circuit Breakers & Romex

Common Values

Value	Count	Frequency (%)
Standard Circuit Breakers & Romex	1334	91.4%
Fuse Box over 60 AMP and all Romex wiring (Average)	94	6.4%
60 AMP Fuse Box and mostly Romex wiring (Fair)	27	1.8%
60 AMP Fuse Box and mostly knob & tube wiring (poor)	3	0.2%
Mixed	1	0.1%
nan	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
romex	1455	18.4%
	1337	16.9%
standard	1334	16.9%
breakers	1334	16.9%
circuit	1334	16.9%
60	124	1.6%
wiring	124	1.6%
amp	124	1.6%
and	124	1.6%
box	124	1.6%
Other values (11)	474	6.0%

Most occurring characters

Value	Count	Frequency (%)
	6428	12.8%
r	5678	11.3%
e	4533	9.0%
a	4342	8.6%
i	2944	5.9%
d	2793	5.6%
t	2701	5.4%
o	1712	3.4%
n	1587	3.2%
x	1580	3.1%
Other values (25)	15924	31.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50222	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	6428	12.8%
r	5678	11.3%
e	4533	9.0%
a	4342	8.6%
i	2944	5.9%
d	2793	5.6%
t	2701	5.4%
o	1712	3.4%
n	1587	3.2%
x	1580	3.1%
Other values (25)	15924	31.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50222	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	6428	12.8%
r	5678	11.3%
e	4533	9.0%
a	4342	8.6%
i	2944	5.9%
d	2793	5.6%
t	2701	5.4%
o	1712	3.4%
n	1587	3.2%
x	1580	3.1%
Other values (25)	15924	31.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50222	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	6428	12.8%
r	5678	11.3%
e	4533	9.0%
a	4342	8.6%
i	2944	5.9%
d	2793	5.6%
t	2701	5.4%
o	1712	3.4%
n	1587	3.2%
x	1580	3.1%
Other values (25)	15924	31.7%

1stFlrSF
Real number (ℝ)

Distinct	753
Distinct (%)	51.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1162.6267

Minimum	334
Maximum	4692
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	334
5-th percentile	672.95
Q1	882
median	1087
Q3	1391.25
95-th percentile	1831.25
Maximum	4692
Range	4358
Interquartile range (IQR)	509.25

Descriptive statistics

Standard deviation	386.58774
Coefficient of variation (CV)	0.33251235
Kurtosis	5.7458415
Mean	1162.6267
Median Absolute Deviation (MAD)	234.5
Skewness	1.3767566
Sum	1697435
Variance	149450.08
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
864	25	1.7%
1040	16	1.1%
912	14	1.0%
894	12	0.8%
848	12	0.8%
672	11	0.8%
630	9	0.6%
816	9	0.6%
483	7	0.5%
960	7	0.5%
Other values (743)	1338	91.6%

Value	Count	Frequency (%)
334	1	0.1%
372	1	0.1%
438	1	0.1%
480	1	0.1%
483	7	0.5%
495	1	0.1%
520	5	0.3%
525	1	0.1%
526	1	0.1%
536	1	0.1%

Value	Count	Frequency (%)
4692	1	0.1%
3228	1	0.1%
3138	1	0.1%
2898	1	0.1%
2633	1	0.1%
2524	1	0.1%
2515	1	0.1%
2444	1	0.1%
2411	1	0.1%
2402	1	0.1%

2ndFlrSF
Real number (ℝ)

Zeros

Distinct	417
Distinct (%)	28.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	346.99247

Minimum	0
Maximum	2065
Zeros	829
Zeros (%)	56.8%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	728
95-th percentile	1141.05
Maximum	2065
Range	2065
Interquartile range (IQR)	728

Descriptive statistics

Standard deviation	436.52844
Coefficient of variation (CV)	1.2580343
Kurtosis	-0.55346356
Mean	346.99247
Median Absolute Deviation (MAD)	0
Skewness	0.81302982
Sum	506609
Variance	190557.08
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	829	56.8%
728	10	0.7%
504	9	0.6%
546	8	0.5%
672	8	0.5%
600	7	0.5%
720	7	0.5%
896	6	0.4%
862	5	0.3%
780	5	0.3%
Other values (407)	566	38.8%

Value	Count	Frequency (%)
0	829	56.8%
110	1	0.1%
167	1	0.1%
192	1	0.1%
208	1	0.1%
213	1	0.1%
220	1	0.1%
224	1	0.1%
240	2	0.1%
252	2	0.1%

Value	Count	Frequency (%)
2065	1	0.1%
1872	1	0.1%
1818	1	0.1%
1796	1	0.1%
1611	1	0.1%
1589	1	0.1%
1540	1	0.1%
1538	1	0.1%
1523	1	0.1%
1519	1	0.1%

LowQualFinSF
Real number (ℝ)

Zeros

Distinct	24
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8445205

Minimum	0
Maximum	572
Zeros	1434
Zeros (%)	98.2%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	572
Range	572
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	48.623081
Coefficient of variation (CV)	8.3194303
Kurtosis	83.234817
Mean	5.8445205
Median Absolute Deviation (MAD)	0
Skewness	9.0113413
Sum	8533
Variance	2364.204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	1434	98.2%
80	3	0.2%
360	2	0.1%
205	1	0.1%
479	1	0.1%
397	1	0.1%
514	1	0.1%
120	1	0.1%
481	1	0.1%
232	1	0.1%
Other values (14)	14	1.0%

Value	Count	Frequency (%)
0	1434	98.2%
53	1	0.1%
80	3	0.2%
120	1	0.1%
144	1	0.1%
156	1	0.1%
205	1	0.1%
232	1	0.1%
234	1	0.1%
360	2	0.1%

Value	Count	Frequency (%)
572	1	0.1%
528	1	0.1%
515	1	0.1%
514	1	0.1%
513	1	0.1%
481	1	0.1%
479	1	0.1%
473	1	0.1%
420	1	0.1%
397	1	0.1%

GrLivArea
Real number (ℝ)

Distinct	861
Distinct (%)	59.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1515.4637

Minimum	334
Maximum	5642
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	334
5-th percentile	848
Q1	1129.5
median	1464
Q3	1776.75
95-th percentile	2466.1
Maximum	5642
Range	5308
Interquartile range (IQR)	647.25

Descriptive statistics

Standard deviation	525.48038
Coefficient of variation (CV)	0.34674561
Kurtosis	4.8951206
Mean	1515.4637
Median Absolute Deviation (MAD)	326
Skewness	1.3665604
Sum	2212577
Variance	276129.63
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
864	22	1.5%
1040	14	1.0%
894	11	0.8%
1456	10	0.7%
848	10	0.7%
1200	9	0.6%
912	9	0.6%
816	8	0.5%
1092	8	0.5%
1728	7	0.5%
Other values (851)	1352	92.6%

Value	Count	Frequency (%)
334	1	0.1%
438	1	0.1%
480	1	0.1%
520	1	0.1%
605	1	0.1%
616	1	0.1%
630	6	0.4%
672	2	0.1%
691	1	0.1%
693	1	0.1%

Value	Count	Frequency (%)
5642	1	0.1%
4676	1	0.1%
4476	1	0.1%
4316	1	0.1%
3627	1	0.1%
3608	1	0.1%
3493	1	0.1%
3447	1	0.1%
3395	1	0.1%
3279	1	0.1%

BsmtFullBath
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

0	856
1	588
2	15
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

BsmtHalfBath
Categorical

Imbalance

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

0	1378
1	80
2	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

FullBath
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

2	768
1	650
3	33
0	9

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	1
5th row	2

Common Values

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

Most occurring characters

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

HalfBath
Categorical

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

0	913
1	535
2	12

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

Most occurring characters

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

BedroomAbvGr
Real number (ℝ)

Distinct	8
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8664384

Minimum	0
Maximum	8
Zeros	6
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	2
median	3
Q3	3
95-th percentile	4
Maximum	8
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.81577804
Coefficient of variation (CV)	0.2845964
Kurtosis	2.2308746
Mean	2.8664384
Median Absolute Deviation (MAD)	0
Skewness	0.2117901
Sum	4185
Variance	0.66549382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
3	804	55.1%
2	358	24.5%
4	213	14.6%
1	50	3.4%
5	21	1.4%
6	7	0.5%
0	6	0.4%
8	1	0.1%

Value	Count	Frequency (%)
0	6	0.4%
1	50	3.4%
2	358	24.5%
3	804	55.1%
4	213	14.6%
5	21	1.4%
6	7	0.5%
8	1	0.1%

Value	Count	Frequency (%)
8	1	0.1%
6	7	0.5%
5	21	1.4%
4	213	14.6%
3	804	55.1%
2	358	24.5%
1	50	3.4%
0	6	0.4%

KitchenAbvGr
Categorical

Imbalance

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

1	1392
2	65
3	2
0	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1392	95.3%
2	65	4.5%
3	2	0.1%
0	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1392	95.3%
2	65	4.5%
3	2	0.1%
0	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
1	1392	95.3%
2	65	4.5%
3	2	0.1%
0	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1392	95.3%
2	65	4.5%
3	2	0.1%
0	1	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1392	95.3%
2	65	4.5%
3	2	0.1%
0	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1392	95.3%
2	65	4.5%
3	2	0.1%
0	1	0.1%

KitchenQual
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Typical/Average	735
Good	586
Excellent	100
Fair	39

Length

Max length	15
Median length	15
Mean length	9.880137
Min length	4

Characters and Unicode

Total characters	14425
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Good
2nd row	Typical/Average
3rd row	Good
4th row	Good
5th row	Good

Common Values

Value	Count	Frequency (%)
Typical/Average	735	50.3%
Good	586	40.1%
Excellent	100	6.8%
Fair	39	2.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
typical/average	735	50.3%
good	586	40.1%
excellent	100	6.8%
fair	39	2.7%

Most occurring characters

Value	Count	Frequency (%)
e	1670	11.6%
a	1509	10.5%
o	1172	8.1%
l	935	6.5%
c	835	5.8%
i	774	5.4%
r	774	5.4%
y	735	5.1%
g	735	5.1%
T	735	5.1%
Other values (11)	4551	31.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14425	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	1670	11.6%
a	1509	10.5%
o	1172	8.1%
l	935	6.5%
c	835	5.8%
i	774	5.4%
r	774	5.4%
y	735	5.1%
g	735	5.1%
T	735	5.1%
Other values (11)	4551	31.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14425	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	1670	11.6%
a	1509	10.5%
o	1172	8.1%
l	935	6.5%
c	835	5.8%
i	774	5.4%
r	774	5.4%
y	735	5.1%
g	735	5.1%
T	735	5.1%
Other values (11)	4551	31.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14425	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	1670	11.6%
a	1509	10.5%
o	1172	8.1%
l	935	6.5%
c	835	5.8%
i	774	5.4%
r	774	5.4%
y	735	5.1%
g	735	5.1%
T	735	5.1%
Other values (11)	4551	31.5%

TotRmsAbvGrd
Real number (ℝ)

Distinct	12
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5178082

Minimum	2
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	2
5-th percentile	4
Q1	5
median	6
Q3	7
95-th percentile	10
Maximum	14
Range	12
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.6253933
Coefficient of variation (CV)	0.24937728
Kurtosis	0.88076157
Mean	6.5178082
Median Absolute Deviation (MAD)	1
Skewness	0.67634084
Sum	9516
Variance	2.6419033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
6	402	27.5%
7	329	22.5%
5	275	18.8%
8	187	12.8%
4	97	6.6%
9	75	5.1%
10	47	3.2%
11	18	1.2%
3	17	1.2%
12	11	0.8%
Other values (2)	2	0.1%

Value	Count	Frequency (%)
2	1	0.1%
3	17	1.2%
4	97	6.6%
5	275	18.8%
6	402	27.5%
7	329	22.5%
8	187	12.8%
9	75	5.1%
10	47	3.2%
11	18	1.2%

Value	Count	Frequency (%)
14	1	0.1%
12	11	0.8%
11	18	1.2%
10	47	3.2%
9	75	5.1%
8	187	12.8%
7	329	22.5%
6	402	27.5%
5	275	18.8%
4	97	6.6%

Functional
Categorical

Imbalance

Distinct	7
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Typical Functionality	1360
Minor Deductions 2	34
Minor Deductions 1	31
Moderate Deductions	15
Major Deductions 1	14
Other values (2)	6

Length

Max length	21
Median length	21
Mean length	20.803425
Min length	16

Characters and Unicode

Total characters	30373
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	Typical Functionality
2nd row	Typical Functionality
3rd row	Typical Functionality
4th row	Typical Functionality
5th row	Typical Functionality

Common Values

Value	Count	Frequency (%)
Typical Functionality	1360	93.2%
Minor Deductions 2	34	2.3%
Minor Deductions 1	31	2.1%
Moderate Deductions	15	1.0%
Major Deductions 1	14	1.0%
Major Deductions 2	5	0.3%
Severely Damaged	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
typical	1360	45.3%
functionality	1360	45.3%
deductions	99	3.3%
minor	65	2.2%
1	45	1.5%
2	39	1.3%
major	19	0.6%
moderate	15	0.5%
severely	1	< 0.1%
damaged	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
i	4244	14.0%
n	2884	9.5%
t	2834	9.3%
c	2819	9.3%
a	2756	9.1%
y	2721	9.0%
l	2721	9.0%
o	1558	5.1%
	1544	5.1%
u	1459	4.8%
Other values (16)	4833	15.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	30373	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	4244	14.0%
n	2884	9.5%
t	2834	9.3%
c	2819	9.3%
a	2756	9.1%
y	2721	9.0%
l	2721	9.0%
o	1558	5.1%
	1544	5.1%
u	1459	4.8%
Other values (16)	4833	15.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	30373	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	4244	14.0%
n	2884	9.5%
t	2834	9.3%
c	2819	9.3%
a	2756	9.1%
y	2721	9.0%
l	2721	9.0%
o	1558	5.1%
	1544	5.1%
u	1459	4.8%
Other values (16)	4833	15.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	30373	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	4244	14.0%
n	2884	9.5%
t	2834	9.3%
c	2819	9.3%
a	2756	9.1%
y	2721	9.0%
l	2721	9.0%
o	1558	5.1%
	1544	5.1%
u	1459	4.8%
Other values (16)	4833	15.9%

Fireplaces
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

0	690
1	650
2	115
3	5

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	690	47.3%
1	650	44.5%
2	115	7.9%
3	5	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	690	47.3%
1	650	44.5%
2	115	7.9%
3	5	0.3%

Most occurring characters

Value	Count	Frequency (%)
0	690	47.3%
1	650	44.5%
2	115	7.9%
3	5	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	690	47.3%
1	650	44.5%
2	115	7.9%
3	5	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	690	47.3%
1	650	44.5%
2	115	7.9%
3	5	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	690	47.3%
1	650	44.5%
2	115	7.9%
3	5	0.3%

FireplaceQu
Categorical

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

nan	690
Good - Masonry Fireplace in main level	380
Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement	313
Fair - Prefabricated Fireplace in basement	33
Excellent - Exceptional Masonry Fireplace	24

Length

Max length	86
Median length	42
Mean length	31.710959
Min length	3

Characters and Unicode

Total characters	46298
Distinct characters	30
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	nan
2nd row	Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement
3rd row	Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement
4th row	Good - Masonry Fireplace in main level
5th row	Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement

Common Values

Value	Count	Frequency (%)
nan	690	47.3%
Good - Masonry Fireplace in main level	380	26.0%
Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement	313	21.4%
Fair - Prefabricated Fireplace in basement	33	2.3%
Excellent - Exceptional Masonry Fireplace	24	1.6%
Poor - Ben Franklin Stove	20	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
fireplace	1063	13.6%
in	1039	13.3%
	770	9.8%
masonry	717	9.1%
main	693	8.8%
nan	690	8.8%
level	380	4.8%
good	380	4.8%
basement	346	4.4%
prefabricated	346	4.4%
Other values (11)	1413	18.0%

Most occurring characters

Value	Count	Frequency (%)
	6377	13.8%
e	5321	11.5%
a	5217	11.3%
n	4596	9.9%
i	3844	8.3%
r	3484	7.5%
l	2228	4.8%
o	1874	4.0%
c	1457	3.1%
F	1116	2.4%
Other values (20)	10784	23.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	46298	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	6377	13.8%
e	5321	11.5%
a	5217	11.3%
n	4596	9.9%
i	3844	8.3%
r	3484	7.5%
l	2228	4.8%
o	1874	4.0%
c	1457	3.1%
F	1116	2.4%
Other values (20)	10784	23.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	46298	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	6377	13.8%
e	5321	11.5%
a	5217	11.3%
n	4596	9.9%
i	3844	8.3%
r	3484	7.5%
l	2228	4.8%
o	1874	4.0%
c	1457	3.1%
F	1116	2.4%
Other values (20)	10784	23.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	46298	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	6377	13.8%
e	5321	11.5%
a	5217	11.3%
n	4596	9.9%
i	3844	8.3%
r	3484	7.5%
l	2228	4.8%
o	1874	4.0%
c	1457	3.1%
F	1116	2.4%
Other values (20)	10784	23.3%

GarageType
Categorical

Distinct	7
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Attached to home	870
Detached from home	387
Built-In (Garage part of house - typically has room above garage)	88
nan	81
Basement Garage	19
Other values (2)	15

Length

Max length	65
Median length	16
Mean length	18.749315
Min length	3

Characters and Unicode

Total characters	27374
Distinct characters	32
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Attached to home
2nd row	Attached to home
3rd row	Attached to home
4th row	Detached from home
5th row	Attached to home

Common Values

Value	Count	Frequency (%)
Attached to home	870	59.6%
Detached from home	387	26.5%
Built-In (Garage part of house - typically has room above garage)	88	6.0%
nan	81	5.5%
Basement Garage	19	1.3%
Car Port	9	0.6%
More than one type of garage	6	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
home	1257	25.6%
attached	870	17.7%
to	870	17.7%
detached	387	7.9%
from	387	7.9%
garage	201	4.1%
of	94	1.9%
above	88	1.8%
room	88	1.8%
has	88	1.8%
Other values (13)	582	11.8%

Most occurring characters

Value	Count	Frequency (%)
	3452	12.6%
e	3334	12.2%
t	3301	12.1%
o	2981	10.9%
h	2696	9.8%
a	2126	7.8%
m	1751	6.4%
c	1345	4.9%
d	1257	4.6%
A	870	3.2%
Other values (22)	4261	15.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	27374	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	3452	12.6%
e	3334	12.2%
t	3301	12.1%
o	2981	10.9%
h	2696	9.8%
a	2126	7.8%
m	1751	6.4%
c	1345	4.9%
d	1257	4.6%
A	870	3.2%
Other values (22)	4261	15.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	27374	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	3452	12.6%
e	3334	12.2%
t	3301	12.1%
o	2981	10.9%
h	2696	9.8%
a	2126	7.8%
m	1751	6.4%
c	1345	4.9%
d	1257	4.6%
A	870	3.2%
Other values (22)	4261	15.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	27374	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	3452	12.6%
e	3334	12.2%
t	3301	12.1%
o	2981	10.9%
h	2696	9.8%
a	2126	7.8%
m	1751	6.4%
c	1345	4.9%
d	1257	4.6%
A	870	3.2%
Other values (22)	4261	15.6%

GarageYrBlt
Real number (ℝ)

Missing

Distinct	97
Distinct (%)	7.0%
Missing	81
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	1978.5062

Minimum	1900
Maximum	2010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	1900
5-th percentile	1930
Q1	1961
median	1980
Q3	2002
95-th percentile	2007
Maximum	2010
Range	110
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	24.689725
Coefficient of variation (CV)	0.012478973
Kurtosis	-0.418341
Mean	1978.5062
Median Absolute Deviation (MAD)	21
Skewness	-0.64941462
Sum	2728360
Variance	609.58251
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2005	65	4.5%
2006	59	4.0%
2004	53	3.6%
2003	50	3.4%
2007	49	3.4%
1977	35	2.4%
1998	31	2.1%
1999	30	2.1%
1976	29	2.0%
2008	29	2.0%
Other values (87)	949	65.0%
(Missing)	81	5.5%

Value	Count	Frequency (%)
1900	1	0.1%
1906	1	0.1%
1908	1	0.1%
1910	3	0.2%
1914	2	0.1%
1915	2	0.1%
1916	5	0.3%
1918	2	0.1%
1920	14	1.0%
1921	3	0.2%

Value	Count	Frequency (%)
2010	3	0.2%
2009	21	1.4%
2008	29	2.0%
2007	49	3.4%
2006	59	4.0%
2005	65	4.5%
2004	53	3.6%
2003	50	3.4%
2002	26	1.8%
2001	20	1.4%

GarageFinish
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Unfinished	605
Rough Finished	422
Finished	352
nan	81

Length

Max length	14
Median length	10
Mean length	10.285616
Min length	3

Characters and Unicode

Total characters	15017
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Rough Finished
2nd row	Rough Finished
3rd row	Rough Finished
4th row	Unfinished
5th row	Rough Finished

Common Values

Value	Count	Frequency (%)
Unfinished	605	41.4%
Rough Finished	422	28.9%
Finished	352	24.1%
nan	81	5.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
finished	774	41.1%
unfinished	605	32.1%
rough	422	22.4%
nan	81	4.3%

Most occurring characters

Value	Count	Frequency (%)
i	2758	18.4%
n	2146	14.3%
h	1801	12.0%
s	1379	9.2%
e	1379	9.2%
d	1379	9.2%
F	774	5.2%
U	605	4.0%
f	605	4.0%
R	422	2.8%
Other values (5)	1769	11.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15017	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	2758	18.4%
n	2146	14.3%
h	1801	12.0%
s	1379	9.2%
e	1379	9.2%
d	1379	9.2%
F	774	5.2%
U	605	4.0%
f	605	4.0%
R	422	2.8%
Other values (5)	1769	11.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15017	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	2758	18.4%
n	2146	14.3%
h	1801	12.0%
s	1379	9.2%
e	1379	9.2%
d	1379	9.2%
F	774	5.2%
U	605	4.0%
f	605	4.0%
R	422	2.8%
Other values (5)	1769	11.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15017	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	2758	18.4%
n	2146	14.3%
h	1801	12.0%
s	1379	9.2%
e	1379	9.2%
d	1379	9.2%
F	774	5.2%
U	605	4.0%
f	605	4.0%
R	422	2.8%
Other values (5)	1769	11.8%

GarageCars
Categorical

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

2	824
1	369
3	181
0	81
4	5

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	3
5th row	3

Common Values

Value	Count	Frequency (%)
2	824	56.4%
1	369	25.3%
3	181	12.4%
0	81	5.5%
4	5	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	824	56.4%
1	369	25.3%
3	181	12.4%
0	81	5.5%
4	5	0.3%

Most occurring characters

Value	Count	Frequency (%)
2	824	56.4%
1	369	25.3%
3	181	12.4%
0	81	5.5%
4	5	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	824	56.4%
1	369	25.3%
3	181	12.4%
0	81	5.5%
4	5	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	824	56.4%
1	369	25.3%
3	181	12.4%
0	81	5.5%
4	5	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	824	56.4%
1	369	25.3%
3	181	12.4%
0	81	5.5%
4	5	0.3%

GarageArea
Real number (ℝ)

Zeros

Distinct	441
Distinct (%)	30.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	472.98014

Minimum	0
Maximum	1418
Zeros	81
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	334.5
median	480
Q3	576
95-th percentile	850.1
Maximum	1418
Range	1418
Interquartile range (IQR)	241.5

Descriptive statistics

Standard deviation	213.80484
Coefficient of variation (CV)	0.45203768
Kurtosis	0.9170672
Mean	472.98014
Median Absolute Deviation (MAD)	120
Skewness	0.17998091
Sum	690551
Variance	45712.51
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	81	5.5%
440	49	3.4%
576	47	3.2%
240	38	2.6%
484	34	2.3%
528	33	2.3%
288	27	1.8%
400	25	1.7%
264	24	1.6%
480	24	1.6%
Other values (431)	1078	73.8%

Value	Count	Frequency (%)
0	81	5.5%
160	2	0.1%
164	1	0.1%
180	9	0.6%
186	1	0.1%
189	1	0.1%
192	1	0.1%
198	1	0.1%
200	4	0.3%
205	3	0.2%

Value	Count	Frequency (%)
1418	1	0.1%
1390	1	0.1%
1356	1	0.1%
1248	1	0.1%
1220	1	0.1%
1166	1	0.1%
1134	1	0.1%
1069	1	0.1%
1053	1	0.1%
1052	2	0.1%

GarageQual
Categorical

Imbalance

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Typical/Average	1311
nan	81
Fair	48
Good	14
Excellent	3

Length

Max length	15
Median length	15
Mean length	13.832192
Min length	3

Characters and Unicode

Total characters	20195
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Typical/Average
2nd row	Typical/Average
3rd row	Typical/Average
4th row	Typical/Average
5th row	Typical/Average

Common Values

Value	Count	Frequency (%)
Typical/Average	1311	89.8%
nan	81	5.5%
Fair	48	3.3%
Good	14	1.0%
Excellent	3	0.2%
Poor	3	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
typical/average	1311	89.8%
nan	81	5.5%
fair	48	3.3%
good	14	1.0%
excellent	3	0.2%
poor	3	0.2%

Most occurring characters

Value	Count	Frequency (%)
a	2751	13.6%
e	2628	13.0%
r	1362	6.7%
i	1359	6.7%
l	1317	6.5%
c	1314	6.5%
v	1311	6.5%
g	1311	6.5%
y	1311	6.5%
T	1311	6.5%
Other values (12)	4220	20.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	20195	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	2751	13.6%
e	2628	13.0%
r	1362	6.7%
i	1359	6.7%
l	1317	6.5%
c	1314	6.5%
v	1311	6.5%
g	1311	6.5%
y	1311	6.5%
T	1311	6.5%
Other values (12)	4220	20.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	20195	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	2751	13.6%
e	2628	13.0%
r	1362	6.7%
i	1359	6.7%
l	1317	6.5%
c	1314	6.5%
v	1311	6.5%
g	1311	6.5%
y	1311	6.5%
T	1311	6.5%
Other values (12)	4220	20.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	20195	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	2751	13.6%
e	2628	13.0%
r	1362	6.7%
i	1359	6.7%
l	1317	6.5%
c	1314	6.5%
v	1311	6.5%
g	1311	6.5%
y	1311	6.5%
T	1311	6.5%
Other values (12)	4220	20.9%

GarageCond
Categorical

Imbalance

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Typical/Average	1326
nan	81
Fair	35
Good	9
Poor	7

Length

Max length	15
Median length	15
Mean length	13.941781
Min length	3

Characters and Unicode

Total characters	20355
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Typical/Average
2nd row	Typical/Average
3rd row	Typical/Average
4th row	Typical/Average
5th row	Typical/Average

Common Values

Value	Count	Frequency (%)
Typical/Average	1326	90.8%
nan	81	5.5%
Fair	35	2.4%
Good	9	0.6%
Poor	7	0.5%
Excellent	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
typical/average	1326	90.8%
nan	81	5.5%
fair	35	2.4%
good	9	0.6%
poor	7	0.5%
excellent	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
a	2768	13.6%
e	2656	13.0%
r	1368	6.7%
i	1361	6.7%
l	1330	6.5%
c	1328	6.5%
v	1326	6.5%
g	1326	6.5%
y	1326	6.5%
T	1326	6.5%
Other values (12)	4240	20.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	20355	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	2768	13.6%
e	2656	13.0%
r	1368	6.7%
i	1361	6.7%
l	1330	6.5%
c	1328	6.5%
v	1326	6.5%
g	1326	6.5%
y	1326	6.5%
T	1326	6.5%
Other values (12)	4240	20.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	20355	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	2768	13.6%
e	2656	13.0%
r	1368	6.7%
i	1361	6.7%
l	1330	6.5%
c	1328	6.5%
v	1326	6.5%
g	1326	6.5%
y	1326	6.5%
T	1326	6.5%
Other values (12)	4240	20.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	20355	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	2768	13.6%
e	2656	13.0%
r	1368	6.7%
i	1361	6.7%
l	1330	6.5%
c	1328	6.5%
v	1326	6.5%
g	1326	6.5%
y	1326	6.5%
T	1326	6.5%
Other values (12)	4240	20.8%

PavedDrive
Categorical

Imbalance

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Paved	1340
Dirt/Gravel	90
Partial Pavement	30

Length

Max length	16
Median length	5
Mean length	5.5958904
Min length	5

Characters and Unicode

Total characters	8170
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Paved
2nd row	Paved
3rd row	Paved
4th row	Paved
5th row	Paved

Common Values

Value	Count	Frequency (%)
Paved	1340	91.8%
Dirt/Gravel	90	6.2%
Partial Pavement	30	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
paved	1340	89.9%
dirt/gravel	90	6.0%
partial	30	2.0%
pavement	30	2.0%

Most occurring characters

Value	Count	Frequency (%)
a	1520	18.6%
e	1490	18.2%
v	1460	17.9%
P	1400	17.1%
d	1340	16.4%
r	210	2.6%
t	150	1.8%
i	120	1.5%
l	120	1.5%
D	90	1.1%
Other values (5)	270	3.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8170	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	1520	18.6%
e	1490	18.2%
v	1460	17.9%
P	1400	17.1%
d	1340	16.4%
r	210	2.6%
t	150	1.8%
i	120	1.5%
l	120	1.5%
D	90	1.1%
Other values (5)	270	3.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8170	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	1520	18.6%
e	1490	18.2%
v	1460	17.9%
P	1400	17.1%
d	1340	16.4%
r	210	2.6%
t	150	1.8%
i	120	1.5%
l	120	1.5%
D	90	1.1%
Other values (5)	270	3.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8170	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	1520	18.6%
e	1490	18.2%
v	1460	17.9%
P	1400	17.1%
d	1340	16.4%
r	210	2.6%
t	150	1.8%
i	120	1.5%
l	120	1.5%
D	90	1.1%
Other values (5)	270	3.3%

WoodDeckSF
Real number (ℝ)

Zeros

Distinct	274
Distinct (%)	18.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	94.244521

Minimum	0
Maximum	857
Zeros	761
Zeros (%)	52.1%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	168
95-th percentile	335
Maximum	857
Range	857
Interquartile range (IQR)	168

Descriptive statistics

Standard deviation	125.33879
Coefficient of variation (CV)	1.3299319
Kurtosis	2.9929509
Mean	94.244521
Median Absolute Deviation (MAD)	0
Skewness	1.5413758
Sum	137597
Variance	15709.813
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	761	52.1%
192	38	2.6%
100	36	2.5%
144	33	2.3%
120	31	2.1%
168	28	1.9%
140	15	1.0%
224	14	1.0%
208	10	0.7%
240	10	0.7%
Other values (264)	484	33.2%

Value	Count	Frequency (%)
0	761	52.1%
12	2	0.1%
24	2	0.1%
26	2	0.1%
28	2	0.1%
30	1	0.1%
32	1	0.1%
33	1	0.1%
35	1	0.1%
36	4	0.3%

Value	Count	Frequency (%)
857	1	0.1%
736	1	0.1%
728	1	0.1%
670	1	0.1%
668	1	0.1%
635	1	0.1%
586	1	0.1%
576	1	0.1%
574	1	0.1%
550	1	0.1%

OpenPorchSF
Real number (ℝ)

Zeros

Distinct	202
Distinct (%)	13.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.660274

Minimum	0
Maximum	547
Zeros	656
Zeros (%)	44.9%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	25
Q3	68
95-th percentile	175.05
Maximum	547
Range	547
Interquartile range (IQR)	68

Descriptive statistics

Standard deviation	66.256028
Coefficient of variation (CV)	1.4199665
Kurtosis	8.4903358
Mean	46.660274
Median Absolute Deviation (MAD)	25
Skewness	2.3643417
Sum	68124
Variance	4389.8612
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	656	44.9%
36	29	2.0%
48	22	1.5%
20	21	1.4%
40	19	1.3%
45	19	1.3%
24	16	1.1%
30	16	1.1%
60	15	1.0%
39	14	1.0%
Other values (192)	633	43.4%

Value	Count	Frequency (%)
0	656	44.9%
4	1	0.1%
8	1	0.1%
10	1	0.1%
11	1	0.1%
12	3	0.2%
15	1	0.1%
16	8	0.5%
17	2	0.1%
18	5	0.3%

Value	Count	Frequency (%)
547	1	0.1%
523	1	0.1%
502	1	0.1%
418	1	0.1%
406	1	0.1%
364	1	0.1%
341	1	0.1%
319	1	0.1%
312	2	0.1%
304	1	0.1%

EnclosedPorch
Real number (ℝ)

Zeros

Distinct	120
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.95411

Minimum	0
Maximum	552
Zeros	1252
Zeros (%)	85.8%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	180.15
Maximum	552
Range	552
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	61.119149
Coefficient of variation (CV)	2.7839502
Kurtosis	10.430766
Mean	21.95411
Median Absolute Deviation (MAD)	0
Skewness	3.0898719
Sum	32053
Variance	3735.5503
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1252	85.8%
112	15	1.0%
96	6	0.4%
192	5	0.3%
144	5	0.3%
120	5	0.3%
216	5	0.3%
156	4	0.3%
116	4	0.3%
252	4	0.3%
Other values (110)	155	10.6%

Value	Count	Frequency (%)
0	1252	85.8%
19	1	0.1%
20	1	0.1%
24	1	0.1%
30	1	0.1%
32	2	0.1%
34	2	0.1%
36	2	0.1%
37	1	0.1%
39	2	0.1%

Value	Count	Frequency (%)
552	1	0.1%
386	1	0.1%
330	1	0.1%
318	1	0.1%
301	1	0.1%
294	1	0.1%
293	1	0.1%
291	1	0.1%
286	1	0.1%
280	1	0.1%

3SsnPorch
Real number (ℝ)

Zeros

Distinct	20
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.409589

Minimum	0
Maximum	508
Zeros	1436
Zeros (%)	98.4%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	508
Range	508
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	29.317331
Coefficient of variation (CV)	8.5984939
Kurtosis	123.66238
Mean	3.409589
Median Absolute Deviation (MAD)	0
Skewness	10.304342
Sum	4978
Variance	859.50587
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	1436	98.4%
168	3	0.2%
144	2	0.1%
180	2	0.1%
216	2	0.1%
290	1	0.1%
153	1	0.1%
96	1	0.1%
23	1	0.1%
162	1	0.1%
Other values (10)	10	0.7%

Value	Count	Frequency (%)
0	1436	98.4%
23	1	0.1%
96	1	0.1%
130	1	0.1%
140	1	0.1%
144	2	0.1%
153	1	0.1%
162	1	0.1%
168	3	0.2%
180	2	0.1%

Value	Count	Frequency (%)
508	1	0.1%
407	1	0.1%
320	1	0.1%
304	1	0.1%
290	1	0.1%
245	1	0.1%
238	1	0.1%
216	2	0.1%
196	1	0.1%
182	1	0.1%

ScreenPorch
Real number (ℝ)

Zeros

Distinct	76
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.060959

Minimum	0
Maximum	480
Zeros	1344
Zeros (%)	92.1%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	160
Maximum	480
Range	480
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	55.757415
Coefficient of variation (CV)	3.7021159
Kurtosis	18.439068
Mean	15.060959
Median Absolute Deviation (MAD)	0
Skewness	4.1222137
Sum	21989
Variance	3108.8894
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1344	92.1%
192	6	0.4%
120	5	0.3%
224	5	0.3%
189	4	0.3%
180	4	0.3%
147	3	0.2%
90	3	0.2%
160	3	0.2%
144	3	0.2%
Other values (66)	80	5.5%

Value	Count	Frequency (%)
0	1344	92.1%
40	1	0.1%
53	1	0.1%
60	1	0.1%
63	1	0.1%
80	1	0.1%
90	3	0.2%
95	1	0.1%
99	1	0.1%
100	2	0.1%

Value	Count	Frequency (%)
480	1	0.1%
440	1	0.1%
410	1	0.1%
396	1	0.1%
385	1	0.1%
374	1	0.1%
322	1	0.1%
312	1	0.1%
291	1	0.1%
288	2	0.1%

PoolArea
Real number (ℝ)

Zeros

Distinct	8
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7589041

Minimum	0
Maximum	738
Zeros	1453
Zeros (%)	99.5%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	738
Range	738
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	40.177307
Coefficient of variation (CV)	14.562778
Kurtosis	223.2685
Mean	2.7589041
Median Absolute Deviation (MAD)	0
Skewness	14.828374
Sum	4028
Variance	1614.216
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	1453	99.5%
512	1	0.1%
648	1	0.1%
576	1	0.1%
555	1	0.1%
480	1	0.1%
519	1	0.1%
738	1	0.1%

Value	Count	Frequency (%)
0	1453	99.5%
480	1	0.1%
512	1	0.1%
519	1	0.1%
555	1	0.1%
576	1	0.1%
648	1	0.1%
738	1	0.1%

Value	Count	Frequency (%)
738	1	0.1%
648	1	0.1%
576	1	0.1%
555	1	0.1%
519	1	0.1%
512	1	0.1%
480	1	0.1%
0	1453	99.5%

PoolQC
Categorical

Imbalance

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

nan	1453
Good	3
Excellent	2
Fair	2

Length

Max length	9
Median length	3
Mean length	3.0116438
Min length	3

Characters and Unicode

Total characters	4397
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	nan
2nd row	nan
3rd row	nan
4th row	nan
5th row	nan

Common Values

Value	Count	Frequency (%)
nan	1453	99.5%
Good	3	0.2%
Excellent	2	0.1%
Fair	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nan	1453	99.5%
good	3	0.2%
excellent	2	0.1%
fair	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
n	2908	66.1%
a	1455	33.1%
o	6	0.1%
e	4	0.1%
l	4	0.1%
G	3	0.1%
d	3	0.1%
E	2	< 0.1%
x	2	< 0.1%
c	2	< 0.1%
Other values (4)	8	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4397	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	2908	66.1%
a	1455	33.1%
o	6	0.1%
e	4	0.1%
l	4	0.1%
G	3	0.1%
d	3	0.1%
E	2	< 0.1%
x	2	< 0.1%
c	2	< 0.1%
Other values (4)	8	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4397	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	2908	66.1%
a	1455	33.1%
o	6	0.1%
e	4	0.1%
l	4	0.1%
G	3	0.1%
d	3	0.1%
E	2	< 0.1%
x	2	< 0.1%
c	2	< 0.1%
Other values (4)	8	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4397	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	2908	66.1%
a	1455	33.1%
o	6	0.1%
e	4	0.1%
l	4	0.1%
G	3	0.1%
d	3	0.1%
E	2	< 0.1%
x	2	< 0.1%
c	2	< 0.1%
Other values (4)	8	0.2%

Fence
Categorical

Imbalance

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

nan	1179
Minimum Privacy	157
Good Privacy	59
Good Wood	54
Minimum Wood/Wire	11

Length

Max length	17
Median length	3
Mean length	4.9815068
Min length	3

Characters and Unicode

Total characters	7273
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	nan
2nd row	nan
3rd row	nan
4th row	nan
5th row	nan

Common Values

Value	Count	Frequency (%)
nan	1179	80.8%
Minimum Privacy	157	10.8%
Good Privacy	59	4.0%
Good Wood	54	3.7%
Minimum Wood/Wire	11	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nan	1179	67.7%
privacy	216	12.4%
minimum	168	9.6%
good	113	6.5%
wood	54	3.1%
wood/wire	11	0.6%

Most occurring characters

Value	Count	Frequency (%)
n	2526	34.7%
a	1395	19.2%
i	563	7.7%
o	356	4.9%
m	336	4.6%
	281	3.9%
r	227	3.1%
y	216	3.0%
c	216	3.0%
v	216	3.0%
Other values (8)	941	12.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7273	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	2526	34.7%
a	1395	19.2%
i	563	7.7%
o	356	4.9%
m	336	4.6%
	281	3.9%
r	227	3.1%
y	216	3.0%
c	216	3.0%
v	216	3.0%
Other values (8)	941	12.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7273	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	2526	34.7%
a	1395	19.2%
i	563	7.7%
o	356	4.9%
m	336	4.6%
	281	3.9%
r	227	3.1%
y	216	3.0%
c	216	3.0%
v	216	3.0%
Other values (8)	941	12.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7273	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	2526	34.7%
a	1395	19.2%
i	563	7.7%
o	356	4.9%
m	336	4.6%
	281	3.9%
r	227	3.1%
y	216	3.0%
c	216	3.0%
v	216	3.0%
Other values (8)	941	12.9%

MiscFeature
Categorical

Imbalance

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

nan	1406
Shed (over 100 SF)	49
2nd Garage (if not described in garage section)	2
Other	2
Tennis Court	1

Length

Max length	47
Median length	3
Mean length	3.5726027
Min length	3

Characters and Unicode

Total characters	5216
Distinct characters	28
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	nan
2nd row	nan
3rd row	nan
4th row	nan
5th row	nan

Common Values

Value	Count	Frequency (%)
nan	1406	96.3%
Shed (over 100 SF)	49	3.4%
2nd Garage (if not described in garage section)	2	0.1%
Other	2	0.1%
Tennis Court	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nan	1406	86.7%
shed	49	3.0%
over	49	3.0%
100	49	3.0%
sf	49	3.0%
garage	4	0.2%
2nd	2	0.1%
if	2	0.1%
not	2	0.1%
described	2	0.1%
Other values (5)	8	0.5%

Most occurring characters

Value	Count	Frequency (%)
n	2822	54.1%
a	1414	27.1%
	162	3.1%
e	111	2.1%
S	98	1.9%
0	98	1.9%
r	58	1.1%
d	55	1.1%
o	54	1.0%
)	51	1.0%
Other values (18)	293	5.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5216	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	2822	54.1%
a	1414	27.1%
	162	3.1%
e	111	2.1%
S	98	1.9%
0	98	1.9%
r	58	1.1%
d	55	1.1%
o	54	1.0%
)	51	1.0%
Other values (18)	293	5.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5216	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	2822	54.1%
a	1414	27.1%
	162	3.1%
e	111	2.1%
S	98	1.9%
0	98	1.9%
r	58	1.1%
d	55	1.1%
o	54	1.0%
)	51	1.0%
Other values (18)	293	5.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5216	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	2822	54.1%
a	1414	27.1%
	162	3.1%
e	111	2.1%
S	98	1.9%
0	98	1.9%
r	58	1.1%
d	55	1.1%
o	54	1.0%
)	51	1.0%
Other values (18)	293	5.6%

MiscVal
Real number (ℝ)

Skewed Zeros

Distinct	21
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.489041

Minimum	0
Maximum	15500
Zeros	1408
Zeros (%)	96.4%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	15500
Range	15500
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	496.12302
Coefficient of variation (CV)	11.408001
Kurtosis	701.00334
Mean	43.489041
Median Absolute Deviation (MAD)	0
Skewness	24.476794
Sum	63494
Variance	246138.06
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	1408	96.4%
400	11	0.8%
500	8	0.5%
700	5	0.3%
450	4	0.3%
600	4	0.3%
2000	4	0.3%
1200	2	0.1%
480	2	0.1%
15500	1	0.1%
Other values (11)	11	0.8%

Value	Count	Frequency (%)
0	1408	96.4%
54	1	0.1%
350	1	0.1%
400	11	0.8%
450	4	0.3%
480	2	0.1%
500	8	0.5%
560	1	0.1%
600	4	0.3%
620	1	0.1%

Value	Count	Frequency (%)
15500	1	0.1%
8300	1	0.1%
3500	1	0.1%
2500	1	0.1%
2000	4	0.3%
1400	1	0.1%
1300	1	0.1%
1200	2	0.1%
1150	1	0.1%
800	1	0.1%

MoSold
Real number (ℝ)

Distinct	12
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.3219178

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	5
median	6
Q3	8
95-th percentile	11
Maximum	12
Range	11
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.7036262
Coefficient of variation (CV)	0.42765918
Kurtosis	-0.40410934
Mean	6.3219178
Median Absolute Deviation (MAD)	2
Skewness	0.21205299
Sum	9230
Variance	7.3095947
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
6	253	17.3%
7	234	16.0%
5	204	14.0%
4	141	9.7%
8	122	8.4%
3	106	7.3%
10	89	6.1%
11	79	5.4%
9	63	4.3%
12	59	4.0%
Other values (2)	110	7.5%

Value	Count	Frequency (%)
1	58	4.0%
2	52	3.6%
3	106	7.3%
4	141	9.7%
5	204	14.0%
6	253	17.3%
7	234	16.0%
8	122	8.4%
9	63	4.3%
10	89	6.1%

Value	Count	Frequency (%)
12	59	4.0%
11	79	5.4%
10	89	6.1%
9	63	4.3%
8	122	8.4%
7	234	16.0%
6	253	17.3%
5	204	14.0%
4	141	9.7%
3	106	7.3%

YrSold
Categorical

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

2009	338
2007	329
2006	314
2008	304
2010	175

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	5840
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2008
2nd row	2007
3rd row	2008
4th row	2006
5th row	2008

Common Values

Value	Count	Frequency (%)
2009	338	23.2%
2007	329	22.5%
2006	314	21.5%
2008	304	20.8%
2010	175	12.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2009	338	23.2%
2007	329	22.5%
2006	314	21.5%
2008	304	20.8%
2010	175	12.0%

Most occurring characters

Value	Count	Frequency (%)
0	2920	50.0%
2	1460	25.0%
9	338	5.8%
7	329	5.6%
6	314	5.4%
8	304	5.2%
1	175	3.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5840	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2920	50.0%
2	1460	25.0%
9	338	5.8%
7	329	5.6%
6	314	5.4%
8	304	5.2%
1	175	3.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5840	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2920	50.0%
2	1460	25.0%
9	338	5.8%
7	329	5.6%
6	314	5.4%
8	304	5.2%
1	175	3.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5840	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2920	50.0%
2	1460	25.0%
9	338	5.8%
7	329	5.6%
6	314	5.4%
8	304	5.2%
1	175	3.0%

SaleType
Categorical

Imbalance

Distinct	9
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Warranty Deed - Conventional	1267
Home just constructed and sold	122
Court Officer Deed/Estate	43
Contract Low Down	9
Contract Low Interest	5
Other values (4)	14

Length

Max length	42
Median length	28
Mean length	27.980822
Min length	5

Characters and Unicode

Total characters	40852
Distinct characters	35
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Warranty Deed - Conventional
2nd row	Warranty Deed - Conventional
3rd row	Warranty Deed - Conventional
4th row	Warranty Deed - Conventional
5th row	Warranty Deed - Conventional

Common Values

Value	Count	Frequency (%)
Warranty Deed - Conventional	1267	86.8%
Home just constructed and sold	122	8.4%
Court Officer Deed/Estate	43	2.9%
Contract Low Down	9	0.6%
Contract Low Interest	5	0.3%
Contract Low Down payment and low interest	5	0.3%
Warranty Deed - Cash	4	0.3%
Other	3	0.2%
Contract 15% Down payment regular terms	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
warranty	1271	21.5%
	1271	21.5%
deed	1271	21.5%
conventional	1267	21.4%
and	127	2.1%
home	122	2.1%
just	122	2.1%
constructed	122	2.1%
sold	122	2.1%
officer	43	0.7%
Other values (12)	177	3.0%

Most occurring characters

Value	Count	Frequency (%)
n	5375	13.2%
	4455	10.9%
e	4259	10.4%
a	4013	9.8%
t	3107	7.6%
o	3004	7.4%
r	2790	6.8%
d	1685	4.1%
l	1396	3.4%
C	1335	3.3%
Other values (25)	9433	23.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40852	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	5375	13.2%
	4455	10.9%
e	4259	10.4%
a	4013	9.8%
t	3107	7.6%
o	3004	7.4%
r	2790	6.8%
d	1685	4.1%
l	1396	3.4%
C	1335	3.3%
Other values (25)	9433	23.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40852	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	5375	13.2%
	4455	10.9%
e	4259	10.4%
a	4013	9.8%
t	3107	7.6%
o	3004	7.4%
r	2790	6.8%
d	1685	4.1%
l	1396	3.4%
C	1335	3.3%
Other values (25)	9433	23.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40852	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	5375	13.2%
	4455	10.9%
e	4259	10.4%
a	4013	9.8%
t	3107	7.6%
o	3004	7.4%
r	2790	6.8%
d	1685	4.1%
l	1396	3.4%
C	1335	3.3%
Other values (25)	9433	23.1%

SaleCondition
Categorical

Imbalance

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	22.8 KiB

Normal Sale	1198
Home was not completed when last assessed (associated with New Homes)	125
Abnormal Sale - trade, foreclosure, short sale	101
Sale between family members	20
Allocation - two linked properties with separate deeds, typically condo with a garage unit	12

Length

Max length	90
Median length	11
Mean length	19.357534
Min length	11

Characters and Unicode

Total characters	28262
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Normal Sale
2nd row	Normal Sale
3rd row	Normal Sale
4th row	Abnormal Sale - trade, foreclosure, short sale
5th row	Normal Sale

Common Values

Value	Count	Frequency (%)
Normal Sale	1198	82.1%
Home was not completed when last assessed (associated with New Homes)	125	8.6%
Abnormal Sale - trade, foreclosure, short sale	101	6.9%
Sale between family members	20	1.4%
Allocation - two linked properties with separate deeds, typically condo with a garage unit	12	0.8%
Adjoining Land Purchase	4	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sale	1420	30.0%
normal	1198	25.3%
with	149	3.1%
home	125	2.6%
was	125	2.6%
not	125	2.6%
completed	125	2.6%
when	125	2.6%
last	125	2.6%
assessed	125	2.6%
Other values (25)	1096	23.1%

Most occurring characters

Value	Count	Frequency (%)
a	3557	12.6%
	3379	12.0%
l	3150	11.1%
e	3048	10.8%
o	2303	8.1%
r	1775	6.3%
m	1734	6.1%
s	1488	5.3%
N	1323	4.7%
S	1319	4.7%
Other values (23)	5186	18.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	28262	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	3557	12.6%
	3379	12.0%
l	3150	11.1%
e	3048	10.8%
o	2303	8.1%
r	1775	6.3%
m	1734	6.1%
s	1488	5.3%
N	1323	4.7%
S	1319	4.7%
Other values (23)	5186	18.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	28262	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	3557	12.6%
	3379	12.0%
l	3150	11.1%
e	3048	10.8%
o	2303	8.1%
r	1775	6.3%
m	1734	6.1%
s	1488	5.3%
N	1323	4.7%
S	1319	4.7%
Other values (23)	5186	18.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	28262	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	3557	12.6%
	3379	12.0%
l	3150	11.1%
e	3048	10.8%
o	2303	8.1%
r	1775	6.3%
m	1734	6.1%
s	1488	5.3%
N	1323	4.7%
S	1319	4.7%
Other values (23)	5186	18.3%

SalePrice
Real number (ℝ)

Distinct	663
Distinct (%)	45.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180921.2

Minimum	34900
Maximum	755000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	34900
5-th percentile	88000
Q1	129975
median	163000
Q3	214000
95-th percentile	326100
Maximum	755000
Range	720100
Interquartile range (IQR)	84025

Descriptive statistics

Standard deviation	79442.503
Coefficient of variation (CV)	0.43910003
Kurtosis	6.5362819
Mean	180921.2
Median Absolute Deviation (MAD)	38000
Skewness	1.8828758
Sum	2.6414495 × 10⁸
Variance	6.3111113 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
140000	20	1.4%
135000	17	1.2%
155000	14	1.0%
145000	14	1.0%
190000	13	0.9%
110000	13	0.9%
115000	12	0.8%
160000	12	0.8%
130000	11	0.8%
139000	11	0.8%
Other values (653)	1323	90.6%

Value	Count	Frequency (%)
34900	1	0.1%
35311	1	0.1%
37900	1	0.1%
39300	1	0.1%
40000	1	0.1%
52000	1	0.1%
52500	1	0.1%
55000	2	0.1%
55993	1	0.1%
58500	1	0.1%

Value	Count	Frequency (%)
755000	1	0.1%
745000	1	0.1%
625000	1	0.1%
611657	1	0.1%
582933	1	0.1%
556581	1	0.1%
555000	1	0.1%
538000	1	0.1%
501837	1	0.1%
485000	1	0.1%

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	MSSubClass	MSZoning	LotFrontage	LotArea	Street	Alley	LotShape	LandContour	Utilities	LotConfig	LandSlope	Neighborhood	Condition1	Condition2	BldgType	HouseStyle	OverallQual	OverallCond	YearBuilt	YearRemodAdd	RoofStyle	RoofMatl	Exterior1st	Exterior2nd	MasVnrType	MasVnrArea	ExterQual	ExterCond	Foundation	BsmtQual	BsmtCond	BsmtExposure	BsmtFinType1	BsmtFinSF1	BsmtFinType2	BsmtFinSF2	BsmtUnfSF	TotalBsmtSF	Heating	HeatingQC	CentralAir	Electrical	1stFlrSF	2ndFlrSF	LowQualFinSF	GrLivArea	BsmtFullBath	BsmtHalfBath	FullBath	HalfBath	BedroomAbvGr	KitchenAbvGr	KitchenQual	TotRmsAbvGrd	Functional	Fireplaces	FireplaceQu	GarageType	GarageYrBlt	GarageFinish	GarageCars	GarageArea	GarageQual	GarageCond	PavedDrive	WoodDeckSF	OpenPorchSF	EnclosedPorch	3SsnPorch	ScreenPorch	PoolArea	PoolQC	Fence	MiscFeature	MiscVal	MoSold	YrSold	SaleType	SaleCondition	SalePrice
Id
1	2-STORY 1946 & NEWER	Residential Low Density	65.0	8450	Paved	nan	Regular	Near Flat/Level	All public Utilities (E,G,W,& S)	Inside lot	Gentle slope	College Creek	Normal	Normal	Single-family Detached	2Story	Good	Average	2003	2003	Gable	Standard (Composite) Shingle	Vinyl Siding	Vinyl Siding	Brick Face	196.0	Good	Average/Typical	Poured Contrete	Good (90-99 inches)	Typical - slight dampness allowed	No Exposure	Good Living Quarters	706	Unfinshed	0	150	856	Gas forced warm air furnace	Excellent	Yes	Standard Circuit Breakers & Romex	856	854	0	1710	1	0	2	1	3	1	Good	8	Typical Functionality	0	nan	Attached to home	2003.0	Rough Finished	2	548	Typical/Average	Typical/Average	Paved	0	61	0	0	0	0	nan	nan	nan	0	2	2008	Warranty Deed - Conventional	Normal Sale	208500
2	1-STORY 1946 & NEWER ALL STYLES	Residential Low Density	80.0	9600	Paved	nan	Regular	Near Flat/Level	All public Utilities (E,G,W,& S)	Frontage on 2 sides of property	Gentle slope	Veenker	Adjacent to feeder street	Normal	Single-family Detached	One story	Above Average	Very Good	1976	1976	Gable	Standard (Composite) Shingle	Metal Siding	Metal Siding	nan	0.0	Average/Typical	Average/Typical	Cinder Block	Good (90-99 inches)	Typical - slight dampness allowed	Good Exposure	Average Living Quarters	978	Unfinshed	0	284	1262	Gas forced warm air furnace	Excellent	Yes	Standard Circuit Breakers & Romex	1262	0	0	1262	0	1	2	0	3	1	Typical/Average	6	Typical Functionality	1	Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement	Attached to home	1976.0	Rough Finished	2	460	Typical/Average	Typical/Average	Paved	298	0	0	0	0	0	nan	nan	nan	0	5	2007	Warranty Deed - Conventional	Normal Sale	181500
3	2-STORY 1946 & NEWER	Residential Low Density	68.0	11250	Paved	nan	Slightly irregular	Near Flat/Level	All public Utilities (E,G,W,& S)	Inside lot	Gentle slope	College Creek	Normal	Normal	Single-family Detached	2Story	Good	Average	2001	2002	Gable	Standard (Composite) Shingle	Vinyl Siding	Vinyl Siding	Brick Face	162.0	Good	Average/Typical	Poured Contrete	Good (90-99 inches)	Typical - slight dampness allowed	Mimimum Exposure	Good Living Quarters	486	Unfinshed	0	434	920	Gas forced warm air furnace	Excellent	Yes	Standard Circuit Breakers & Romex	920	866	0	1786	1	0	2	1	3	1	Good	6	Typical Functionality	1	Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement	Attached to home	2001.0	Rough Finished	2	608	Typical/Average	Typical/Average	Paved	0	42	0	0	0	0	nan	nan	nan	0	9	2008	Warranty Deed - Conventional	Normal Sale	223500
4	2-STORY 1945 & OLDER	Residential Low Density	60.0	9550	Paved	nan	Slightly irregular	Near Flat/Level	All public Utilities (E,G,W,& S)	Corner lot	Gentle slope	Crawford	Normal	Normal	Single-family Detached	2Story	Good	Average	1915	1970	Gable	Standard (Composite) Shingle	Wood Siding	Wd Shng	nan	0.0	Average/Typical	Average/Typical	Brick & Tile	Typical (80-89 inches)	Good	No Exposure	Average Living Quarters	216	Unfinshed	0	540	756	Gas forced warm air furnace	Good	Yes	Standard Circuit Breakers & Romex	961	756	0	1717	1	0	1	0	3	1	Good	7	Typical Functionality	1	Good - Masonry Fireplace in main level	Detached from home	1998.0	Unfinished	3	642	Typical/Average	Typical/Average	Paved	0	35	272	0	0	0	nan	nan	nan	0	2	2006	Warranty Deed - Conventional	Abnormal Sale - trade, foreclosure, short sale	140000
5	2-STORY 1946 & NEWER	Residential Low Density	84.0	14260	Paved	nan	Slightly irregular	Near Flat/Level	All public Utilities (E,G,W,& S)	Frontage on 2 sides of property	Gentle slope	Northridge	Normal	Normal	Single-family Detached	2Story	Very Good	Average	2000	2000	Gable	Standard (Composite) Shingle	Vinyl Siding	Vinyl Siding	Brick Face	350.0	Good	Average/Typical	Poured Contrete	Good (90-99 inches)	Typical - slight dampness allowed	Average Exposure (split levels or foyers typically score average or above)	Good Living Quarters	655	Unfinshed	0	490	1145	Gas forced warm air furnace	Excellent	Yes	Standard Circuit Breakers & Romex	1145	1053	0	2198	1	0	2	1	4	1	Good	9	Typical Functionality	1	Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement	Attached to home	2000.0	Rough Finished	3	836	Typical/Average	Typical/Average	Paved	192	84	0	0	0	0	nan	nan	nan	0	12	2008	Warranty Deed - Conventional	Normal Sale	250000
6	1-1/2 STORY FINISHED ALL AGES	Residential Low Density	85.0	14115	Paved	nan	Slightly irregular	Near Flat/Level	All public Utilities (E,G,W,& S)	Inside lot	Gentle slope	Mitchell	Normal	Normal	Single-family Detached	1.5Fin	Average	Average	1993	1995	Gable	Standard (Composite) Shingle	Vinyl Siding	Vinyl Siding	nan	0.0	Average/Typical	Average/Typical	Wood	Good (90-99 inches)	Typical - slight dampness allowed	No Exposure	Good Living Quarters	732	Unfinshed	0	64	796	Gas forced warm air furnace	Excellent	Yes	Standard Circuit Breakers & Romex	796	566	0	1362	1	0	1	1	1	1	Typical/Average	5	Typical Functionality	0	nan	Attached to home	1993.0	Unfinished	2	480	Typical/Average	Typical/Average	Paved	40	30	0	320	0	0	nan	Minimum Privacy	Shed (over 100 SF)	700	10	2009	Warranty Deed - Conventional	Normal Sale	143000
7	1-STORY 1946 & NEWER ALL STYLES	Residential Low Density	75.0	10084	Paved	nan	Regular	Near Flat/Level	All public Utilities (E,G,W,& S)	Inside lot	Gentle slope	Somerset	Normal	Normal	Single-family Detached	One story	Very Good	Average	2004	2005	Gable	Standard (Composite) Shingle	Vinyl Siding	Vinyl Siding	Stone	186.0	Good	Average/Typical	Poured Contrete	Excellent (100+ inches)	Typical - slight dampness allowed	Average Exposure (split levels or foyers typically score average or above)	Good Living Quarters	1369	Unfinshed	0	317	1686	Gas forced warm air furnace	Excellent	Yes	Standard Circuit Breakers & Romex	1694	0	0	1694	1	0	2	0	3	1	Good	7	Typical Functionality	1	Good - Masonry Fireplace in main level	Attached to home	2004.0	Rough Finished	2	636	Typical/Average	Typical/Average	Paved	255	57	0	0	0	0	nan	nan	nan	0	8	2007	Warranty Deed - Conventional	Normal Sale	307000
8	2-STORY 1946 & NEWER	Residential Low Density	NaN	10382	Paved	nan	Slightly irregular	Near Flat/Level	All public Utilities (E,G,W,& S)	Corner lot	Gentle slope	Northwest Ames	Near positive off-site feature--park, greenbelt, etc.	Normal	Single-family Detached	2Story	Good	Above Average	1973	1973	Gable	Standard (Composite) Shingle	Hard Board	Hard Board	Stone	240.0	Average/Typical	Average/Typical	Cinder Block	Good (90-99 inches)	Typical - slight dampness allowed	Mimimum Exposure	Average Living Quarters	859	Below Average Living Quarters	32	216	1107	Gas forced warm air furnace	Excellent	Yes	Standard Circuit Breakers & Romex	1107	983	0	2090	1	0	2	1	3	1	Typical/Average	7	Typical Functionality	2	Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement	Attached to home	1973.0	Rough Finished	2	484	Typical/Average	Typical/Average	Paved	235	204	228	0	0	0	nan	nan	Shed (over 100 SF)	350	11	2009	Warranty Deed - Conventional	Normal Sale	200000
9	1-1/2 STORY FINISHED ALL AGES	Residential Medium Density	51.0	6120	Paved	nan	Regular	Near Flat/Level	All public Utilities (E,G,W,& S)	Inside lot	Gentle slope	Old Town	Adjacent to arterial street	Normal	Single-family Detached	1.5Fin	Good	Average	1931	1950	Gable	Standard (Composite) Shingle	Brick Face	Wd Shng	nan	0.0	Average/Typical	Average/Typical	Brick & Tile	Typical (80-89 inches)	Typical - slight dampness allowed	No Exposure	Unfinshed	0	Unfinshed	0	952	952	Gas forced warm air furnace	Good	Yes	60 AMP Fuse Box and mostly Romex wiring (Fair)	1022	752	0	1774	0	0	2	0	2	2	Typical/Average	8	Minor Deductions 1	2	Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement	Detached from home	1931.0	Unfinished	2	468	Fair	Typical/Average	Paved	90	0	205	0	0	0	nan	nan	nan	0	4	2008	Warranty Deed - Conventional	Abnormal Sale - trade, foreclosure, short sale	129900
10	2 FAMILY CONVERSION - ALL STYLES AND AGES	Residential Low Density	50.0	7420	Paved	nan	Regular	Near Flat/Level	All public Utilities (E,G,W,& S)	Corner lot	Gentle slope	Brookside	Adjacent to arterial street	Adjacent to arterial street	2fmCon	1.5Unf	Average	Above Average	1939	1950	Gable	Standard (Composite) Shingle	Metal Siding	Metal Siding	nan	0.0	Average/Typical	Average/Typical	Brick & Tile	Typical (80-89 inches)	Typical - slight dampness allowed	No Exposure	Good Living Quarters	851	Unfinshed	0	140	991	Gas forced warm air furnace	Excellent	Yes	Standard Circuit Breakers & Romex	1077	0	0	1077	1	0	1	0	2	2	Typical/Average	5	Typical Functionality	2	Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement	Attached to home	1939.0	Rough Finished	1	205	Good	Typical/Average	Paved	0	4	0	0	0	0	nan	nan	nan	0	1	2008	Warranty Deed - Conventional	Normal Sale	118000

	MSSubClass	MSZoning	LotFrontage	LotArea	Street	Alley	LotShape	LandContour	Utilities	LotConfig	LandSlope	Neighborhood	Condition1	Condition2	BldgType	HouseStyle	OverallQual	OverallCond	YearBuilt	YearRemodAdd	RoofStyle	RoofMatl	Exterior1st	Exterior2nd	MasVnrType	MasVnrArea	ExterQual	ExterCond	Foundation	BsmtQual	BsmtCond	BsmtExposure	BsmtFinType1	BsmtFinSF1	BsmtFinType2	BsmtFinSF2	BsmtUnfSF	TotalBsmtSF	Heating	HeatingQC	CentralAir	Electrical	1stFlrSF	2ndFlrSF	LowQualFinSF	GrLivArea	BsmtFullBath	BsmtHalfBath	FullBath	HalfBath	BedroomAbvGr	KitchenAbvGr	KitchenQual	TotRmsAbvGrd	Functional	Fireplaces	FireplaceQu	GarageType	GarageYrBlt	GarageFinish	GarageCars	GarageArea	GarageQual	GarageCond	PavedDrive	WoodDeckSF	OpenPorchSF	EnclosedPorch	3SsnPorch	ScreenPorch	PoolArea	PoolQC	Fence	MiscFeature	MiscVal	MoSold	YrSold	SaleType	SaleCondition	SalePrice
Id
1451	DUPLEX - ALL STYLES AND AGES	Residential Low Density	60.0	9000	Paved	nan	Regular	Near Flat/Level	All public Utilities (E,G,W,& S)	Frontage on 2 sides of property	Gentle slope	North Ames	Normal	Normal	Duplex	2Story	Average	Average	1974	1974	Gable	Standard (Composite) Shingle	Vinyl Siding	Vinyl Siding	nan	0.0	Average/Typical	Average/Typical	Cinder Block	Good (90-99 inches)	Typical - slight dampness allowed	No Exposure	Unfinshed	0	Unfinshed	0	896	896	Gas forced warm air furnace	Average/Typical	Yes	Standard Circuit Breakers & Romex	896	896	0	1792	0	0	2	2	4	2	Typical/Average	8	Typical Functionality	0	nan	nan	NaN	nan	0	0	nan	nan	Paved	32	45	0	0	0	0	nan	nan	nan	0	9	2009	Warranty Deed - Conventional	Normal Sale	136000
1452	1-STORY 1946 & NEWER ALL STYLES	Residential Low Density	78.0	9262	Paved	nan	Regular	Near Flat/Level	All public Utilities (E,G,W,& S)	Inside lot	Gentle slope	Somerset	Normal	Normal	Single-family Detached	One story	Very Good	Average	2008	2009	Gable	Standard (Composite) Shingle	Cement Board	CmentBd	Stone	194.0	Good	Average/Typical	Poured Contrete	Good (90-99 inches)	Typical - slight dampness allowed	No Exposure	Unfinshed	0	Unfinshed	0	1573	1573	Gas forced warm air furnace	Excellent	Yes	Standard Circuit Breakers & Romex	1578	0	0	1578	0	0	2	0	3	1	Excellent	7	Typical Functionality	1	Good - Masonry Fireplace in main level	Attached to home	2008.0	Finished	3	840	Typical/Average	Typical/Average	Paved	0	36	0	0	0	0	nan	nan	nan	0	5	2009	Home just constructed and sold	Home was not completed when last assessed (associated with New Homes)	287090
1453	PUD - MULTILEVEL - INCL SPLIT LEV/FOYER	Residential Medium Density	35.0	3675	Paved	nan	Regular	Near Flat/Level	All public Utilities (E,G,W,& S)	Inside lot	Gentle slope	Edwards	Normal	Normal	Townhouse End Unit	SLvl	Average	Average	2005	2005	Gable	Standard (Composite) Shingle	Vinyl Siding	Vinyl Siding	Brick Face	80.0	Average/Typical	Average/Typical	Poured Contrete	Good (90-99 inches)	Typical - slight dampness allowed	Good Exposure	Good Living Quarters	547	Unfinshed	0	0	547	Gas forced warm air furnace	Good	Yes	Standard Circuit Breakers & Romex	1072	0	0	1072	1	0	1	0	2	1	Typical/Average	5	Typical Functionality	0	nan	Basement Garage	2005.0	Finished	2	525	Typical/Average	Typical/Average	Paved	0	28	0	0	0	0	nan	nan	nan	0	5	2006	Warranty Deed - Conventional	Normal Sale	145000
1454	1-STORY 1946 & NEWER ALL STYLES	Residential Low Density	90.0	17217	Paved	nan	Regular	Near Flat/Level	All public Utilities (E,G,W,& S)	Inside lot	Gentle slope	Mitchell	Normal	Normal	Single-family Detached	One story	Average	Average	2006	2006	Gable	Standard (Composite) Shingle	Vinyl Siding	Vinyl Siding	nan	0.0	Average/Typical	Average/Typical	Poured Contrete	Good (90-99 inches)	Typical - slight dampness allowed	No Exposure	Unfinshed	0	Unfinshed	0	1140	1140	Gas forced warm air furnace	Excellent	Yes	Standard Circuit Breakers & Romex	1140	0	0	1140	0	0	1	0	3	1	Typical/Average	6	Typical Functionality	0	nan	nan	NaN	nan	0	0	nan	nan	Paved	36	56	0	0	0	0	nan	nan	nan	0	7	2006	Warranty Deed - Conventional	Abnormal Sale - trade, foreclosure, short sale	84500
1455	1-STORY 1946 & NEWER ALL STYLES	Floating Village Residential	62.0	7500	Paved	Paved	Regular	Near Flat/Level	All public Utilities (E,G,W,& S)	Inside lot	Gentle slope	Somerset	Normal	Normal	Single-family Detached	One story	Good	Average	2004	2005	Gable	Standard (Composite) Shingle	Vinyl Siding	Vinyl Siding	nan	0.0	Good	Average/Typical	Poured Contrete	Good (90-99 inches)	Typical - slight dampness allowed	No Exposure	Good Living Quarters	410	Unfinshed	0	811	1221	Gas forced warm air furnace	Excellent	Yes	Standard Circuit Breakers & Romex	1221	0	0	1221	1	0	2	0	2	1	Good	6	Typical Functionality	0	nan	Attached to home	2004.0	Rough Finished	2	400	Typical/Average	Typical/Average	Paved	0	113	0	0	0	0	nan	nan	nan	0	10	2009	Warranty Deed - Conventional	Normal Sale	185000
1456	2-STORY 1946 & NEWER	Residential Low Density	62.0	7917	Paved	nan	Regular	Near Flat/Level	All public Utilities (E,G,W,& S)	Inside lot	Gentle slope	Gilbert	Normal	Normal	Single-family Detached	2Story	Above Average	Average	1999	2000	Gable	Standard (Composite) Shingle	Vinyl Siding	Vinyl Siding	nan	0.0	Average/Typical	Average/Typical	Poured Contrete	Good (90-99 inches)	Typical - slight dampness allowed	No Exposure	Unfinshed	0	Unfinshed	0	953	953	Gas forced warm air furnace	Excellent	Yes	Standard Circuit Breakers & Romex	953	694	0	1647	0	0	2	1	3	1	Typical/Average	7	Typical Functionality	1	Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement	Attached to home	1999.0	Rough Finished	2	460	Typical/Average	Typical/Average	Paved	0	40	0	0	0	0	nan	nan	nan	0	8	2007	Warranty Deed - Conventional	Normal Sale	175000
1457	1-STORY 1946 & NEWER ALL STYLES	Residential Low Density	85.0	13175	Paved	nan	Regular	Near Flat/Level	All public Utilities (E,G,W,& S)	Inside lot	Gentle slope	Northwest Ames	Normal	Normal	Single-family Detached	One story	Above Average	Above Average	1978	1988	Gable	Standard (Composite) Shingle	Plywood	Plywood	Stone	119.0	Average/Typical	Average/Typical	Cinder Block	Good (90-99 inches)	Typical - slight dampness allowed	No Exposure	Average Living Quarters	790	Average Rec Room	163	589	1542	Gas forced warm air furnace	Average/Typical	Yes	Standard Circuit Breakers & Romex	2073	0	0	2073	1	0	2	0	3	1	Typical/Average	7	Minor Deductions 1	2	Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement	Attached to home	1978.0	Unfinished	2	500	Typical/Average	Typical/Average	Paved	349	0	0	0	0	0	nan	Minimum Privacy	nan	0	2	2010	Warranty Deed - Conventional	Normal Sale	210000
1458	2-STORY 1945 & OLDER	Residential Low Density	66.0	9042	Paved	nan	Regular	Near Flat/Level	All public Utilities (E,G,W,& S)	Inside lot	Gentle slope	Crawford	Normal	Normal	Single-family Detached	2Story	Good	Excellent	1941	2006	Gable	Standard (Composite) Shingle	Cement Board	CmentBd	nan	0.0	Excellent	Good	Stone	Typical (80-89 inches)	Good	No Exposure	Good Living Quarters	275	Unfinshed	0	877	1152	Gas forced warm air furnace	Excellent	Yes	Standard Circuit Breakers & Romex	1188	1152	0	2340	0	0	2	0	4	1	Good	9	Typical Functionality	2	Good - Masonry Fireplace in main level	Attached to home	1941.0	Rough Finished	1	252	Typical/Average	Typical/Average	Paved	0	60	0	0	0	0	nan	Good Privacy	Shed (over 100 SF)	2500	5	2010	Warranty Deed - Conventional	Normal Sale	266500
1459	1-STORY 1946 & NEWER ALL STYLES	Residential Low Density	68.0	9717	Paved	nan	Regular	Near Flat/Level	All public Utilities (E,G,W,& S)	Inside lot	Gentle slope	North Ames	Normal	Normal	Single-family Detached	One story	Average	Above Average	1950	1996	Hip	Standard (Composite) Shingle	Metal Siding	Metal Siding	nan	0.0	Average/Typical	Average/Typical	Cinder Block	Typical (80-89 inches)	Typical - slight dampness allowed	Mimimum Exposure	Good Living Quarters	49	Average Rec Room	1029	0	1078	Gas forced warm air furnace	Good	Yes	Fuse Box over 60 AMP and all Romex wiring (Average)	1078	0	0	1078	1	0	1	0	2	1	Good	5	Typical Functionality	0	nan	Attached to home	1950.0	Unfinished	1	240	Typical/Average	Typical/Average	Paved	366	0	112	0	0	0	nan	nan	nan	0	4	2010	Warranty Deed - Conventional	Normal Sale	142125
1460	1-STORY 1946 & NEWER ALL STYLES	Residential Low Density	75.0	9937	Paved	nan	Regular	Near Flat/Level	All public Utilities (E,G,W,& S)	Inside lot	Gentle slope	Edwards	Normal	Normal	Single-family Detached	One story	Average	Above Average	1965	1965	Gable	Standard (Composite) Shingle	Hard Board	Hard Board	nan	0.0	Good	Average/Typical	Cinder Block	Typical (80-89 inches)	Typical - slight dampness allowed	No Exposure	Below Average Living Quarters	830	Low Quality	290	136	1256	Gas forced warm air furnace	Good	Yes	Standard Circuit Breakers & Romex	1256	0	0	1256	1	0	1	1	3	1	Typical/Average	6	Typical Functionality	0	nan	Attached to home	1965.0	Finished	1	276	Typical/Average	Typical/Average	Paved	736	68	0	0	0	0	nan	nan	nan	0	6	2008	Warranty Deed - Conventional	Normal Sale	147500

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